{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A-B Comparison of two models\n",
    "\n",
    "In this notebook, we will see how to compare two models on multiple metrics.\n",
    "This is especially useful if you have a complex problem and want to see if your new model is better than the old one.\n",
    "Because there are many aspects to it, one usually has to make some trade-offs.\n",
    "For example, you may have to convince the manager that the longer runtime is worth the better accuracy.\n",
    "\n",
    "For this, we have some nice plots available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data_a = pd.read_csv(\"data_a.csv\").set_index(\"instance_id\")\n",
    "\n",
    "data_b = pd.read_csv(\"data_b.csv\").set_index(\"instance_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "\n",
    "def perturb(x: float, mean_diff: float, std_diff: float) -> float:\n",
    "    return x * (1 + random.normalvariate(mean_diff, std_diff))\n",
    "\n",
    "\n",
    "xs = [4, 5, 6, 5, 3, 4, 9, 6, 4, 5, 6, 11, 14, 7]\n",
    "data_a = pd.DataFrame(\n",
    "    {\n",
    "        \"mean_delivery_time_to_customer\": [10 * perturb(x, 0.0, 0.05) for x in xs],\n",
    "        \"max_delivery_time_to_customer\": [10 * perturb(x, 0.0, 0.05) for x in xs],\n",
    "        \"mean_tour_length_for_drivers\": [5 * perturb(x, 0.0, 0.05) for x in xs],\n",
    "        \"max_tour_length_for_drivers\": [5 * perturb(x, 0.0, 0.05) for x in xs],\n",
    "        \"revenue\": [100 * perturb(x, 0.0, 0.05) for x in xs],\n",
    "        \"satisfaction_score\": [20 * perturb(x, 0.0, 0.05) for x in xs],\n",
    "    }\n",
    ")\n",
    "\n",
    "data_b = pd.DataFrame(\n",
    "    {\n",
    "        \"mean_delivery_time_to_customer\": [10 * perturb(x, 0.04, 0.05) for x in xs],\n",
    "        \"max_delivery_time_to_customer\": [10 * perturb(x, -0.05, 0.05) for x in xs],\n",
    "        \"mean_tour_length_for_drivers\": [5 * perturb(x, 0.03, 0.05) for x in xs],\n",
    "        \"max_tour_length_for_drivers\": [5 * perturb(x, -0.1, 0.05) for x in xs],\n",
    "        \"revenue\": [100 * perturb(x, 0.0, 0.05) for x in xs],\n",
    "        \"satisfaction_score\": [20 * perturb(x, 0.0, 0.05) for x in xs],\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean_delivery_time_to_customer</th>\n",
       "      <th>max_delivery_time_to_customer</th>\n",
       "      <th>mean_tour_length_for_drivers</th>\n",
       "      <th>max_tour_length_for_drivers</th>\n",
       "      <th>revenue</th>\n",
       "      <th>satisfaction_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39.353613</td>\n",
       "      <td>41.082014</td>\n",
       "      <td>20.435475</td>\n",
       "      <td>20.452875</td>\n",
       "      <td>370.600409</td>\n",
       "      <td>77.787101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>56.600938</td>\n",
       "      <td>45.496477</td>\n",
       "      <td>24.509637</td>\n",
       "      <td>25.833067</td>\n",
       "      <td>483.645781</td>\n",
       "      <td>103.423432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>66.519729</td>\n",
       "      <td>56.704875</td>\n",
       "      <td>29.679451</td>\n",
       "      <td>31.899222</td>\n",
       "      <td>622.112400</td>\n",
       "      <td>121.574848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>48.828385</td>\n",
       "      <td>50.393580</td>\n",
       "      <td>25.350327</td>\n",
       "      <td>23.900558</td>\n",
       "      <td>509.169136</td>\n",
       "      <td>96.813364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26.544752</td>\n",
       "      <td>29.305573</td>\n",
       "      <td>16.247092</td>\n",
       "      <td>14.650843</td>\n",
       "      <td>289.310459</td>\n",
       "      <td>62.051554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>40.253024</td>\n",
       "      <td>42.579373</td>\n",
       "      <td>17.061784</td>\n",
       "      <td>19.877555</td>\n",
       "      <td>398.161954</td>\n",
       "      <td>82.313889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>93.784146</td>\n",
       "      <td>99.425497</td>\n",
       "      <td>43.960761</td>\n",
       "      <td>44.553116</td>\n",
       "      <td>918.413775</td>\n",
       "      <td>180.898441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>56.025047</td>\n",
       "      <td>59.496908</td>\n",
       "      <td>30.309655</td>\n",
       "      <td>29.093710</td>\n",
       "      <td>597.704574</td>\n",
       "      <td>135.956081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>39.653874</td>\n",
       "      <td>37.618916</td>\n",
       "      <td>19.545518</td>\n",
       "      <td>19.580523</td>\n",
       "      <td>399.227930</td>\n",
       "      <td>80.176533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>52.456486</td>\n",
       "      <td>49.029306</td>\n",
       "      <td>23.580340</td>\n",
       "      <td>26.193629</td>\n",
       "      <td>544.060668</td>\n",
       "      <td>99.553992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>65.291026</td>\n",
       "      <td>56.237354</td>\n",
       "      <td>26.780913</td>\n",
       "      <td>32.282812</td>\n",
       "      <td>580.508866</td>\n",
       "      <td>117.156774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>121.032321</td>\n",
       "      <td>112.801098</td>\n",
       "      <td>56.500019</td>\n",
       "      <td>55.043890</td>\n",
       "      <td>1032.816219</td>\n",
       "      <td>244.695390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>144.642872</td>\n",
       "      <td>130.344467</td>\n",
       "      <td>69.341159</td>\n",
       "      <td>72.724858</td>\n",
       "      <td>1362.880291</td>\n",
       "      <td>294.601721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>70.321673</td>\n",
       "      <td>74.134564</td>\n",
       "      <td>32.408155</td>\n",
       "      <td>33.628059</td>\n",
       "      <td>675.150028</td>\n",
       "      <td>145.747632</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mean_delivery_time_to_customer  max_delivery_time_to_customer  \\\n",
       "0                        39.353613                      41.082014   \n",
       "1                        56.600938                      45.496477   \n",
       "2                        66.519729                      56.704875   \n",
       "3                        48.828385                      50.393580   \n",
       "4                        26.544752                      29.305573   \n",
       "5                        40.253024                      42.579373   \n",
       "6                        93.784146                      99.425497   \n",
       "7                        56.025047                      59.496908   \n",
       "8                        39.653874                      37.618916   \n",
       "9                        52.456486                      49.029306   \n",
       "10                       65.291026                      56.237354   \n",
       "11                      121.032321                     112.801098   \n",
       "12                      144.642872                     130.344467   \n",
       "13                       70.321673                      74.134564   \n",
       "\n",
       "    mean_tour_length_for_drivers  max_tour_length_for_drivers      revenue  \\\n",
       "0                      20.435475                    20.452875   370.600409   \n",
       "1                      24.509637                    25.833067   483.645781   \n",
       "2                      29.679451                    31.899222   622.112400   \n",
       "3                      25.350327                    23.900558   509.169136   \n",
       "4                      16.247092                    14.650843   289.310459   \n",
       "5                      17.061784                    19.877555   398.161954   \n",
       "6                      43.960761                    44.553116   918.413775   \n",
       "7                      30.309655                    29.093710   597.704574   \n",
       "8                      19.545518                    19.580523   399.227930   \n",
       "9                      23.580340                    26.193629   544.060668   \n",
       "10                     26.780913                    32.282812   580.508866   \n",
       "11                     56.500019                    55.043890  1032.816219   \n",
       "12                     69.341159                    72.724858  1362.880291   \n",
       "13                     32.408155                    33.628059   675.150028   \n",
       "\n",
       "    satisfaction_score  \n",
       "0            77.787101  \n",
       "1           103.423432  \n",
       "2           121.574848  \n",
       "3            96.813364  \n",
       "4            62.051554  \n",
       "5            82.313889  \n",
       "6           180.898441  \n",
       "7           135.956081  \n",
       "8            80.176533  \n",
       "9            99.553992  \n",
       "10          117.156774  \n",
       "11          244.695390  \n",
       "12          294.601721  \n",
       "13          145.747632  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean_delivery_time_to_customer</th>\n",
       "      <th>max_delivery_time_to_customer</th>\n",
       "      <th>mean_tour_length_for_drivers</th>\n",
       "      <th>max_tour_length_for_drivers</th>\n",
       "      <th>revenue</th>\n",
       "      <th>satisfaction_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>38.735652</td>\n",
       "      <td>36.491386</td>\n",
       "      <td>22.034036</td>\n",
       "      <td>17.758191</td>\n",
       "      <td>408.881146</td>\n",
       "      <td>84.441427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55.403082</td>\n",
       "      <td>51.038904</td>\n",
       "      <td>24.642146</td>\n",
       "      <td>18.930511</td>\n",
       "      <td>485.074317</td>\n",
       "      <td>98.982178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60.475988</td>\n",
       "      <td>49.423187</td>\n",
       "      <td>31.220274</td>\n",
       "      <td>26.466405</td>\n",
       "      <td>597.016918</td>\n",
       "      <td>113.606224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52.340796</td>\n",
       "      <td>51.900668</td>\n",
       "      <td>28.325480</td>\n",
       "      <td>21.755085</td>\n",
       "      <td>493.057722</td>\n",
       "      <td>92.474298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32.503853</td>\n",
       "      <td>27.856551</td>\n",
       "      <td>16.612993</td>\n",
       "      <td>13.634545</td>\n",
       "      <td>311.603082</td>\n",
       "      <td>59.355636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>38.052942</td>\n",
       "      <td>42.861760</td>\n",
       "      <td>19.924128</td>\n",
       "      <td>17.008492</td>\n",
       "      <td>374.634171</td>\n",
       "      <td>78.330345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>94.513328</td>\n",
       "      <td>85.801736</td>\n",
       "      <td>49.067103</td>\n",
       "      <td>44.731778</td>\n",
       "      <td>912.649110</td>\n",
       "      <td>192.225449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>63.171138</td>\n",
       "      <td>60.839929</td>\n",
       "      <td>31.263532</td>\n",
       "      <td>25.427127</td>\n",
       "      <td>555.882986</td>\n",
       "      <td>122.705059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>39.507765</td>\n",
       "      <td>40.829394</td>\n",
       "      <td>22.106269</td>\n",
       "      <td>17.967738</td>\n",
       "      <td>404.627215</td>\n",
       "      <td>87.754167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>54.368534</td>\n",
       "      <td>44.694220</td>\n",
       "      <td>26.732981</td>\n",
       "      <td>20.532966</td>\n",
       "      <td>515.163279</td>\n",
       "      <td>97.438148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>65.150393</td>\n",
       "      <td>57.462906</td>\n",
       "      <td>31.375659</td>\n",
       "      <td>27.110822</td>\n",
       "      <td>578.870998</td>\n",
       "      <td>118.050475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>107.685180</td>\n",
       "      <td>105.793357</td>\n",
       "      <td>53.890842</td>\n",
       "      <td>47.653131</td>\n",
       "      <td>1083.465453</td>\n",
       "      <td>211.950829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>152.339631</td>\n",
       "      <td>140.712286</td>\n",
       "      <td>66.844077</td>\n",
       "      <td>61.810985</td>\n",
       "      <td>1432.389264</td>\n",
       "      <td>281.988242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>76.789808</td>\n",
       "      <td>65.586543</td>\n",
       "      <td>36.594759</td>\n",
       "      <td>32.534075</td>\n",
       "      <td>752.003976</td>\n",
       "      <td>151.200593</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mean_delivery_time_to_customer  max_delivery_time_to_customer  \\\n",
       "0                        38.735652                      36.491386   \n",
       "1                        55.403082                      51.038904   \n",
       "2                        60.475988                      49.423187   \n",
       "3                        52.340796                      51.900668   \n",
       "4                        32.503853                      27.856551   \n",
       "5                        38.052942                      42.861760   \n",
       "6                        94.513328                      85.801736   \n",
       "7                        63.171138                      60.839929   \n",
       "8                        39.507765                      40.829394   \n",
       "9                        54.368534                      44.694220   \n",
       "10                       65.150393                      57.462906   \n",
       "11                      107.685180                     105.793357   \n",
       "12                      152.339631                     140.712286   \n",
       "13                       76.789808                      65.586543   \n",
       "\n",
       "    mean_tour_length_for_drivers  max_tour_length_for_drivers      revenue  \\\n",
       "0                      22.034036                    17.758191   408.881146   \n",
       "1                      24.642146                    18.930511   485.074317   \n",
       "2                      31.220274                    26.466405   597.016918   \n",
       "3                      28.325480                    21.755085   493.057722   \n",
       "4                      16.612993                    13.634545   311.603082   \n",
       "5                      19.924128                    17.008492   374.634171   \n",
       "6                      49.067103                    44.731778   912.649110   \n",
       "7                      31.263532                    25.427127   555.882986   \n",
       "8                      22.106269                    17.967738   404.627215   \n",
       "9                      26.732981                    20.532966   515.163279   \n",
       "10                     31.375659                    27.110822   578.870998   \n",
       "11                     53.890842                    47.653131  1083.465453   \n",
       "12                     66.844077                    61.810985  1432.389264   \n",
       "13                     36.594759                    32.534075   752.003976   \n",
       "\n",
       "    satisfaction_score  \n",
       "0            84.441427  \n",
       "1            98.982178  \n",
       "2           113.606224  \n",
       "3            92.474298  \n",
       "4            59.355636  \n",
       "5            78.330345  \n",
       "6           192.225449  \n",
       "7           122.705059  \n",
       "8            87.754167  \n",
       "9            97.438148  \n",
       "10          118.050475  \n",
       "11          211.950829  \n",
       "12          281.988242  \n",
       "13          151.200593  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['mean_delivery_time_to_customer', 'max_delivery_time_to_customer',\n",
       "       'mean_tour_length_for_drivers', 'max_tour_length_for_drivers',\n",
       "       'revenue', 'satisfaction_score'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_b.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scatter_with_performance_zones import plot_comparison_grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SpQpQX3/9tV49gNq4caNuWPx7YWRkpLcB89NPPyV4j5P7NxG/IZY7d+5E/8aFEIbxPtkeGxubYOfh2bNnKkeOHKpr1656w//55x9lZmamunfvrp49e6Y8PDxUmTJlVExMTLJrjf9uq1+/vt736pgxYxSg10RPSX68q4keEhKS6LbF559/rjQaja65eOvWLWVsbKymT5+e4LmbmJjoDY//7l25cqXetHFxccrT01O1atVKb/j8+fOVRqPRa4q+S79+/RJtCCT2nN/nc6BUyrbzUlv3999/rwA1bdo0veEtWrRQGo1GXbt2LdnrqFq1qrK1tU3QGH79c5XcJnp8cyA4ODjJ9f35558J8lOpV9sbLi4uqmjRourly5e64T/++KMC1IQJE/TqyYhtqvjtOTs7OxUUFJTkcxJCZD0f6v68UkpZW1vr5VK8Jk2aKDMzM90Pl0op9eDBA2Vra6v7sVOplDfRE9vnTo4315OabYfXD4CLiopSrq6uqnnz5rph8+bNU4D6/vvvdcNevnypChYsmGDfMal95Ph9t0KFCult6y1atCjRg/PeJj5XXj/oQKnkvzfx70HlypXfum+cmPhth88//1w3LDY2VnfQXGK9i1GjRiVYzpvbBPH7xW8e9FCvXj29z3lK/m7i97/Pnz+vN21y+gLCMORyLiJZunfvrvu/sbExZcqUQSlFt27ddMMdHBwoUKAAN27cAF6dplqoUCEKFizI48ePdf/8/f0B9E79trS01P0/JCSEx48f4+fnx40bNwgJCdGrpXDhwlSpUkX32NnZWW+9ybF7924ABgwYoDd80KBBeo+VUvzvf/+jYcOGKKX0nkft2rUJCQnh1KlTyV5v/vz5KVGiBJs3b9YNi4uLY9u2bTRs2FD3OmzduhV7e3tq1qypt87SpUtjY2OT4LR5Hx+fBJdnsbe3p3Hjxvzf//2f7pTnuLg4Nm/eTJMmTbC2tk523anx+mcm/rNhbW1Ny5YtdcMLFCiAg4OD3nu3detWqlSpgqOjo95zDwgIIC4ujsOHD793bbt378bV1ZU2bdrohpmamjJgwADCwsI4dOhQspZz+vRpbt68yaBBgxJc7y0119V1cHAgPDycffv2pXje/fv3Ex0dzaBBgzAy+u+rvUePHtjZ2bFr1y696W1sbGjdurXucfx7UahQIcqVK6cbHv//+PcoNX8TnTp10vsbF0JkDqnJdmNjY8zMzIBXp/s+ffqU2NhYypQpk+Bvv2jRokyePJkvv/yS2rVr8/jxY9atW5ei63LHf7d99tlnet+rb+Y1pG1+2NnZUbduXbZs2aJ32ZDNmzdTvnx5cubMCcB3332HVqulZcuWeut0dXUlX758CfLa3Nw8wanARkZGtGvXjh9++IEXL17ohm/YsIGKFSvi4+OT7LpTIzWfA0jZdl5q7d69G2Nj4wTba0OHDkUpxZ49e5K1nODgYA4fPkzXrl1171281OY1wI4dO1J8n4+//vqLoKAg+vbtq3ffnPr161OwYMEEeQ0Zt03VvHlznJ2dU/R8hBBZw4e2P5+UuLg4fv75Z5o0aaJ3WTY3Nzfatm3LkSNHUn1pycT2uVMjpdsONjY2tG/fXvfYzMyMTz75RO/12rt3Lx4eHjRq1Eg3zMLCgh49eqS4vi5duui29QDde/W+709q3psePXqk+P5ru3fvxsTEhD59+uiGGRsb89lnnyU5z+vTJsXf35/s2bPr9XKePXvGvn37aNWqlW5YSreP/Pz8KFy4sN6w9+kLiPQldxcSyfLmDoe9vT0WFhZkz549wfAnT54AcPXqVS5evJjkxnhQUJDu/0ePHmXixIkcO3YswU22QkJCsLe3T7IWAEdHxwTXCn+b27dvY2RkRJ48efSGv3nd0eDgYJ4/f87q1atZvXr1O59HcrRq1YoxY8Zw//59PDw8+PXXXwkKCtL74r169SohISG4uLgka51J7WB37NiRzZs389tvv1G1alX279/Po0eP6NChQ4pqTikLC4sE77u9vT2enp4Jdlbt7e313rurV6/y999/J+tzk1q3b98mX758es1mgEKFCunGJ8f169eBV42itNC3b1+2bNlC3bp18fDwoFatWrRs2ZI6deq8c974mt/8DJuZmZE7d+4Ezymp98LLyyvBMED3HqXmbyK9G0BCiNRJTbYDrFu3jnnz5nHp0iW963gn9rc+fPhwNm3axB9//MGMGTMS7CS8S/x3V758+fSGOzs74+joqDcsrfOjVatWfP/99xw7doyKFSty/fp1Tp48ycKFC/XWqZRKUF88U1NTvcceHh56O6bxOnbsyOzZs9m+fTsdO3bk8uXLnDx5kpUrV6ao5tRI7ecgJdt5qXX79m3c3d2xtbXVG57SvI7f8U+rvG7VqhVffvkl3bt3Z9SoUdSoUYNmzZrRokWLBNsWb0oqrwEKFizIkSNH9IZl5DaV5LUQH64PbX8+KcHBwURERCT6HVuoUCG0Wi13796lSJEiKV52Wn1HpnTbIbHve0dHR/7++2/d49u3b5MnT54E0+XNmzfF9b35/sRvb73v+5Oa9yY1r/nt27dxc3PDxsZGb3hS95gxMTFJ1vXWTUxMaN68ORs3biQqKgpzc3O+++47YmJiEvRyUrJ9lNhzfJ++gEhf0kQXyZLYr39J/SIYf8SWVqulWLFizJ8/P9Hp4pt1169fp0aNGhQsWJD58+fj5eWFmZkZu3fvZsGCBQmO8HnXetNS/Lrbt29Pp06dEp2mePHiKVpmq1atGD16NFu3bmXQoEFs2bIFe3t7vS9ErVaLi4sLGzZsSHQZb34hJ3WUb+3atcmRIwfr16+natWqrF+/HldXVwICAlJUc0ol9R4l573TarXUrFmTESNGJDpt/vz537/ADKbRaBL9fMbFxek9dnFx4cyZM/z000/s2bOHPXv2sGbNGjp27Jjqm54mJbXvUWr+JuQodCEyp9Rk+/r16+ncuTNNmjRh+PDhuLi4YGxszMyZM3U/LL7uxo0bXL16FXh1E8T0lNb50bBhQ6ysrNiyZQsVK1Zky5YtGBkZ6W7wHL9OjUbDnj17En3t3tyBS+r7sHDhwpQuXZr169fTsWNH1q9fj5mZmd6RxuklNZ8DSP52XlaS1FHpb+a1paUlhw8f5uDBg+zatYu9e/eyefNm/P39+fnnn1N81NzbZOQ2leS1EB+uj3V//m2S+50fL62+I1O67ZDRr1dmeX8gY3LJ3Nz8nT+Ax2vdujWrVq1iz549NGnShC1btlCwYEF8fX1106R0+yix55iRfQGRMtJEF+kmT548nD17lho1arz1VNmdO3cSFRXFDz/8oPerZ1qcBpwUb29vtFot169f1/tF8vLly3rTOTs7Y2trS1xcXJo1nn18fPjkk0/YvHkz/fv357vvvqNJkyaYm5vrpsmTJw/79++nUqVK7xUcxsbGtG3blrVr1zJ79my+//77VJ0SlZpTnVMrT548hIWFpcnrnVTd3t7e/P3332i1Wr3AvHTpkm58cmsFOHfu3FvrdXR0TPT0t8SOoDMzM6Nhw4Y0bNgQrVZL3759WbVqFePHjydv3rxvfU7w6jP8+ulx0dHR3Lx5M80+v+nxNyGEyDq2bdtG7ty5+e677/S+jyZOnJhgWq1WS+fOnbGzs2PQoEHMmDGDFi1a0KxZs2SvL/677erVq3rfbcHBwQmOiErL/ACwtramQYMGbN26lfnz57N582aqVKmCu7u73jqVUvj4+Lz3j7wdO3ZkyJAhPHz4kI0bN1K/fv0ER9u/S0bndXK285Ljbdm2f/9+Xrx4oXc0ekrzOv6zc+7cubdO5+joyPPnzxMMTyyvjYyMqFGjBjVq1GD+/PnMmDGDsWPHcvDgQQICApKV1/Gndse7fPlysp9TcqT134QQ4uOSmffnIfHscHZ2xsrKKsF+PbzKDiMjI10TMz5jnz9/rndpzuSe5ZRaabntEM/b25sLFy6glNJ7Xa5du5Zg2ozcVnhdSt6b9+Ht7c2BAwcICwvT+0EisfWmVNWqVXFzc2Pz5s1UrlyZX375hbFjx+pNk1bbR+/qCwjDkGuii3TTsmVL7t+/zxdffJFg3MuXLwkPDwf++6Xz9V82Q0JCWLNmTbrVVrduXQAWL16sN/z1U7Tja2vevDn/+9//Et3xCg4OTtX6W7VqxfHjx/n66695/Pix3uk/8Oq1i4uLY+rUqQnmjY2NTXQHLykdOnTg2bNn9OrVi7CwML3rqSWXtbV1gmvZpZeWLVty7NgxfvrppwTjnj9/TmxsbLKXlVTd9erVIzAwUO96ZrGxsSxZsgQbGxv8/PyStfxSpUrh4+PDwoULE7wnr3+e8+TJw6VLl/Q+L2fPnuXo0aN687x+mjy82kGPP6o7KipK95yABOsLCAjAzMyMxYsX6637q6++IiQkhPr16yfrOb1Lev1NCCGyhsQy+8SJExw7dizBtPPnz+f3339n9erVTJ06lYoVK9KnTx8eP36c7PUFBARgamrKkiVL9Nb5Zl5D2uZHvFatWvHgwQO+/PJLzp49myCvmzVrhrGxMZMnT05whJZSKsH3+tu0adMGjUbDwIEDuXHjRqrzGhJmRHpI7nZeciRVd7169YiLi2Pp0qV6wxcsWIBGo9Ftz72Ls7MzVatW5euvv+bOnTt6497M65CQEL1T5B8+fMj27dv15nn69GmCdZQoUQJ4d16XKVMGFxcXVq5cqZsWYM+ePVy8eDHN8hrS529CCPHxyMz78/Dqe/bN71hjY2Nq1arFjh07uHXrlm74o0eP2LhxI5UrV8bOzg7474Co1+8PER4enu5H+qbltkO82rVrc//+fX744QfdsMjIyETfu4zct39dSt6b91GvXj1iY2NZsWKFblhcXBxLlix572UbGRnRokULdu7cybfffktsbGyivZz33T5KTl9AGIYciS7STYcOHdiyZQu9e/fm4MGDVKpUibi4OC5dusSWLVv46aefKFOmDLVq1dL9yhbf6P3iiy9wcXHh4cOH6VJbiRIlaNOmDcuXLyckJISKFSty4MCBRH+pnTVrFgcPHqRcuXL06NGDwoUL8/TpU06dOsX+/fsT3ZF6l5YtWzJs2DCGDRuGk5NTgiOE/Pz86NWrFzNnzuTMmTPUqlULU1NTrl69ytatW1m0aBEtWrRI1rpKlixJ0aJFdTe4KFWqVIrrLV26NJs3b2bIkCGULVsWGxsbGjZsmOLlJMfw4cP54YcfaNCgAZ07d6Z06dKEh4fzzz//sG3bNm7dupXg2n0prbtnz56sWrWKzp07c/LkSXLlysW2bds4evQoCxcuTHDt1aQYGRmxYsUKGjZsSIkSJejSpQtubm5cunSJ8+fP63Zau3btyvz586lduzbdunUjKCiIlStXUqRIEb2bp3Tv3p2nT5/i7++Pp6cnt2/fZsmSJZQoUUJ3/dcSJUpgbGzM7NmzCQkJwdzcHH9/f1xcXBg9ejSTJ0+mTp06NGrUiMuXL7N8+XLKli2bqmZMUtLjb0IIkTU0aNCA7777jqZNm1K/fn1u3rzJypUrKVy4MGFhYbrpLl68yPjx4+ncubMuL9auXUuJEiV013lMDmdnZ4YNG8bMmTNp0KAB9erV4/Tp0+zZsydBFqRlfsSrV68etra2DBs2TPcj4uvy5MnDtGnTGD16NLdu3aJJkybY2tpy8+ZNtm/fTs+ePRk2bFiyn2udOnXYunUrDg4OqWqmli5dGnh14/TatWtjbGysdxPptJTc7bz3qbthw4ZUr16dsWPHcuvWLXx9ffn555/ZsWMHgwYNSnBvm7dZvHgxlStXplSpUvTs2RMfHx9u3brFrl27OHPmDPDqNO2RI0fStGlTBgwYQEREBCtWrCB//vx6N86dMmUKhw8fpn79+nh7exMUFMTy5cvx9PSkcuXKwKvPhoODAytXrsTW1hZra2vKlSuHj48Ps2fPpkuXLvj5+dGmTRsePXrEokWLyJUrF4MHD072c3qX9PibEEJ8PDLz/jy8yo79+/czf/583N3d8fHxoVy5ckybNo19+/ZRuXJl+vbti4mJCatWrSIqKorPP/9cN3+tWrXImTMn3bp1Y/jw4RgbG/P111/j7Oyc4AfXtJSW2w7xevXqxdKlS2nTpg0DBw7Ezc2NDRs26G5g/foR0Rm5b/+m5L4376Nhw4ZUqlSJUaNGcevWLQoXLsx3332XZj8ctGrViiVLljBx4kSKFSum20+PlxbbR8npCwgDUUK8xcSJExWggoOD9YZ36tRJWVtbJ5jez89PFSlSRPc4OjpazZ49WxUpUkSZm5srR0dHVbp0aTV58mQVEhKim+6HH35QxYsXVxYWFipXrlxq9uzZ6uuvv1aAunnzpm46b29vVb9+/UTX6+fnl6Ln9vLlSzVgwACVLVs2ZW1trRo2bKju3r2rADVx4kS9aR89eqT69eunvLy8lKmpqXJ1dVU1atRQq1ev1k1z8+ZNBag1a9bohsW/fompVKmSAlT37t2TrHH16tWqdOnSytLSUtna2qpixYqpESNGqAcPHuimSeo1ed3nn3+uADVjxoy3TpeUsLAw1bZtW+Xg4KAA5e3trZRK/Dkn97PxtvpfvHihRo8erfLmzavMzMxU9uzZVcWKFdXcuXNVdHT0e9et1Kv3tEuXLip79uzKzMxMFStWTO95pMSRI0dUzZo1la2trbK2tlbFixdXS5Ys0Ztm/fr1Knfu3MrMzEyVKFFC/fTTT6pTp056NW3btk3VqlVLubi4KDMzM5UzZ07Vq1cv9fDhQ71lffHFFyp37tzK2NhYAergwYO6cUuXLlUFCxZUpqamKkeOHKpPnz7q2bNnevOn5L1QSilA9evXT29Ycv4mDh48qAC1devWd72EQogM9D7ZrtVq1YwZM5S3t7cyNzdXJUuWVD/++KPe91lsbKwqW7as8vT0VM+fP9db1qJFixSgNm/enOx64+Li1OTJk5Wbm5uytLRU1apVU+fOnVPe3t6qU6dOetMmNz/ezPo1a9Yk2OaI165dOwWogICAJGv83//+pypXrqysra2VtbW1KliwoOrXr5+6fPmybpqkvntft2XLFgWonj17vv1FSUJsbKz67LPPlLOzs9JoNHrbIG8+5/fdxlMq+dt571P3ixcv1ODBg5W7u7syNTVV+fLlU3PmzFFarTbZy4937tw51bRpU+Xg4KAsLCxUgQIF1Pjx4/Wm+fnnn1XRokWVmZmZKlCggFq/fn2C7bkDBw6oxo0bK3d3d2VmZqbc3d1VmzZt1JUrV/SWtWPHDlW4cGFlYmKSYHtp8+bNqmTJksrc3Fw5OTmpdu3aqXv37unNn1HbVPHbc3PmzEneCymEyDI+5P35S5cuqapVqypLS0sF6G0TnDp1StWuXVvZ2NgoKysrVb16dfX7778nWMbJkydVuXLldPte8+fPT3SbIDn73ElJqifwPtsOb+5HKqXUjRs3VP369ZWlpaVydnZWQ4cOVf/73/8UoI4fP66bLql95KT23RLb53+Xt+VKct6b+Pfgzz//TPY6X/fkyRPVoUMHZWdnp+zt7VWHDh3U6dOnk927iB/35mus1KttYS8vLwWoadOmJTpvcv9uEtvPVir5fQGR8TRKGeDuAEKIDLVo0SIGDx7MrVu3Er0buhBCCCEMb8eOHTRp0oTDhw9TpUoVQ5cjhBBCiCxs4cKFDB48mHv37uHh4WHocoTI8qSJLsQHTimFr68v2bJlS/ebuwghhBAi9Ro0aMDFixe5du2awW78JYQQQois5+XLl1haWuoeR0ZGUrJkSeLi4rhy5YoBKxPiwyHXRBcfnMDAwLeOt7S0xN7ePoOqMZzw8HB++OEHDh48yD///MOOHTsSTPP06VOio6OTXIaxsTHOzs7pWWaqZETdWfW1EUKIrCI4OJi4uLgkx5uZmeHk5JSBFRnOpk2b+Pvvv9m1axeLFi1K0EAPCQnh5cuXb12Gq6trepaYKhlRd1Z9bYQQQiQuq+zPZ7b8adasGTlz5qREiRKEhISwfv16Ll26xIYNG9JsHS9fvnzntcWdnJwwMzNLs3XGi4uLIzg4+K3T2NjYYGNjk+brFiKeHIkuPjjvOnKrU6dOrF27NmOKMaBbt27h4+ODg4MDffv2Zfr06QmmqVatGocOHUpyGd7e3np3zs4sMqLurPraCCFEVpErVy5u376d5Hg/Pz9+/fXXjCvIgDQaDTY2NrRq1YqVK1diYqJ/nEvnzp1Zt27dW5eRGTfpM6LurPraCCGESFxW2Z/PbPmzcOFCvvzyS27dukVcXByFCxdmxIgRtGrVKs3WsXbtWrp06fLWaQ4ePEi1atXSbJ3x4vsbbzNx4kQmTZqU5usWIp400cUHZ//+/W8d7+7uTuHChTOomszt5MmTPHv2LMnxlpaWVKpUKQMrSp6MqDurvjZCCJFVHD169K1HcDk6OlK6dOkMrCjzunDhAg8ePHjrNAEBARlUTfJlRN1Z9bURQgiRuKyyP/8x5s/Dhw85f/78W6cpXbo0jo6Oab7uyMhIjhw58tZpcufOTe7cudN83ULEkya6EEIIIYQQQgghhBBCCJEEI0MXIIQQQgghhBBCCCGEEEJkVnJjUUCr1fLgwQNsbW3fef0tIYQQIq0ppXjx4gXu7u4YGcnv2ykhGS6EEMLQJMdTT3JcCCGEIaUkw6WJDjx48AAvLy9DlyGEEOIjd/fuXTw9PQ1dRpYiGS6EECKzkBxPOclxIYQQmUFyMlya6ICtrS0Ad6dNw87CwsDVCCGE+JhM/+F75h4+gpb/8kgkny7DBwzALmdOA1cjhBDiYxIZG0vLFcv4OziIZxFRkuOpoMvxYcOwc3U1cDVCCCE+JreePKH24kUEhkckK8OliQ6608bs8ubFzsrKwNUIIYT4WLx4/JDWZb0xL+vA1Hk/ymnMqaDLcA8P7PLnN3A1QgghPiZR1/9hXPPy7LeH2RO3So6ngi7Hc+fGTo7iF0IIkUG0cbHYhd1jYodq9Fm5O1kZLhdsE0IIITJQdEwMEzZs4OG961w9f4hLeRzI2bihocsSQgghRDLce/yYWdu2EXjlNJcC/yG4fCHcqlYydFlCCCGESIYDZ8+y7cgR7p4+xAUVhEU9v2TPK0eiCyGEEBkkKiaGFrNm8eOff7Lv+GE+G9UMq8rVefkixNClCSGEEOId7gQHU33sWG4EBnLTz5dq/ZtgU6w0QQ9vGLo0IYQQQrzDz6dP03j6dGJjY5ne0R+fjk2wtMue7PnlSHQhhBAiA0RGR9N0xgx+/PNPzE2Mqda4LFaVq2Nsambo0oQQQgjxDrcePcJv9GhuBAbi7mBN0VbVsSlW2tBlCSGEECIZ9p48SaNp04iMjqZkXlc8WzfAwj1l99SSI9GTSQtEGxuDXOdOiHdTClOtFmOlDF2JEJnCy6gomsyYwc+nT2NuYszQAQ35pFtHjIwlhjNKnEZDjJGR5LgQySE5LoSeG4GBVB87ljvBwXg42jBqdk+8q1YzdFkfFclxIVJAclwIPbv+/JNmM2cSHRtL+QKeDFg8HBtvnxQvR/bekyHayIib2bOjNZGXS4hk02pxCAvDNSwM2dQVH7OIqCgaTZvGgbNnsTQ1YejARpTp0l4a6BlEAYE2Njy3sQEjOQFPiGSTHBcCgGsPHlB93DjuPX6Mp5Mtoz/vhVflqoYu66MhOS5EKkmOCwHADydO0GL2bGJiY6lYyIvPlozE2jNlR6DHkz34d1DAQzs7jG1s8MqeHSP55VuId1JKEREdTdDjxwC4hYUZuCIhDKfzwoUcOHsWK1MThg5qTOnO7aSBnoECbWx47uCAS/bsWJmZJeuu60J87CTHhXglIioK/38b6N7Z7BjxeR+8KslNRDOS5LgQKSc5LsQrp65fp/msWcTGxVG5SE76Lh6BtUfqGuggTfR3ijUyIsLSEndHR6zMzQ1djhBZhuW/fy9BsbG4hIfLqWTio/VZ9YocPXeGHn3qU7JDa2mgZ6A4jYbnNja4ZM9ONltbQ5cjRJYiOS4EWJmbM6RaBZYcOszwOX3xKF/B0CV9VCTHhUg9yXEhoJinB02L5uORNpK+i0Zg5e75XsuTPfl3iNNoQKPBTC7lIkSKWZmZgZERMUZGGMfFGbocITKMUgqNRsPT+9cwi7zHzDndcKjsj0ZOQ85QMUZGYGT06rtICJFikuPiYxWf4w/OHaNYfmsmtx2OfeHihi7royM5LsT7kRwXHyulFNrYGO6cPkjbpqWJql4Fqxzu771c6Qy/y7+ni8lJY0KknO50SzntUnxEQsLDaTFrFoNrVCGb0ROuFXHDoVxVaaAbQnyGy3eQEKkiOS4+Rv/cukW/lStZ1MifJ5rHPKlUEvu8hQxd1sdJclyI9yI5Lj5G6w8e5Mc/TjCpclEu27wktno1rLLnSJNlSxNdCCGESCPPw8KoNXEif169yrmb15g9r4c00IUQQogs4uzNm9QYN44nL14wVBNOr9n9sMpb0NBlCSGEECIZ1h04QJfFi1FKkT27lmrDu2GeRg10ANmrF1nKpFmzKFGliqHLEEKIBJ6+eEHAhAn8efUq9pZmDBzxKQ6VqkkDXYjXSI4LITKrU9ev4/9vA72AmxPtJ3STBroQb5AcF0JkVl/v26droNf+JB9+w9K2gQ7SRP9gde7bF42jIxpHR0ydncmRPz81mzbl6/Xr0Wq1KVrW2o0bcfD2TpO6qjVooKvLwtWVwuXLs/zLL5M9/7D+/TmwY0eK1pmreHEWrliR0lKFECLZnoSGUmPcOE5eu4ajlTmjxrWjcLMm0kAXqSY5/h/JcSFEevvr6lVqjBvH0xcvKOSRjZFLBuPsW8LQZYksTHL8P5LjQoj0tnrvXrotWYJSirrlCtB94SgsnNO2gQ7SRE93ISFw737i15+6d19DSEj6rbtOjRo8vHSJW2fPsmfrVqpXrszA0aNp0KoVsbGx6bfid+jRqRMPL13iwvHjtGzShH7Dh/N/27Yla14bGxuyOTmlc4VCCJF8wSEh+I8bx5mbN1810Ce0p3DTxtJA/0BIjickOS6E+JCcuHyZgPHjeR4eTmHP7IxYPJTsRX0NXZZII5LjCUmOCyE+JCt276bX8uUA1K9YkK4LR2Lu5Jwu65I9/HQUEgJ1PrXBr4ENd+/pB/fdexr8GthQ51ObdAtuc3NzXHPkwMPdnVK+vowZOpQdGzawZ/9+1m7cqJtu/rJlFKtYEWsPD7yKFKHv0KGEhYUB8OuRI3Tp14+Q0FDdL9aTZs0C4NtNmyhTvTq2Xl64FihA2+7dCQoOfmddVpaWuObIQe5cuZg0ahT58uThhz17ALhz9y6N27bFxtMTu5w5admlC4+CgnTzvnn6WOe+fWnSrh1zlyzBrWBBsuXOTb9hw4iJiQFe/dJ+++5dBo8Zo6sf4PadOzRs3RrHXLmw9vCgSIUK7P755/d8xYUQH6NZ27bx961bZLO2YPSkjhRqIg30D4XkeOIkx4UQHwqlFH1XrCAkIoKiXs4MXzKEbEWKGrqsTCNXrlxoNJoE//r16wdAZGQk/fr1I1u2bNjY2NC8eXMePXpk4Kr/IzmeOMlxIcSH4sGTJwxbswaAhpUL03neCMwds6fb+mQvPx29CNMQFKzhxi1jqjX8L7jv3tNQraENN24ZExSs4UVYxt0p2b9qVXyLFuW7nTt1w4yMjFg8ezbnjx1j3YoV/PLbb4yYOBGAip98wsKZM7GzteXhpUs8vHSJYf37AxATG8vUMWM4+9tvfL9+Pbfu3KFz374prsnSwoLomBi0Wi2N27Xj6bNnHPrxR/Z99x03bt2iVdeub53/4G+/cf3mTQ7+8APrli9n7f/9n26j5Ltvv8XT3Z0pY8bo6gfoN3w4UdHRHN61i3+OHmX2xInYWFunuHYhhBhSpTQNi+dh9JTOFGzU0NDliDQkOZ48kuNCiKxKaeNY1tifgOI+DF86jGyFpIH+uj///JOHDx/q/u3btw+ATz/9FIDBgwezc+dOtm7dyqFDh3jw4AHNmjUzZMl6JMeTR3JcCJFVZbcyZ2nj6jSvXoxOc9O3gQ5gkq5L/8h5eih+3RmmC+hqDW34dmUEHXpbceOWMblzxfHrzjA8PVSG1lUwXz7+vnBB93hQnz66/+fKmZNpY8fSe8gQls+bh5mZGfZ2dmg0Glxz6F9PqGv79rr/586Vi8WzZ1PW35+wsDBsbGzeWUdcXBz/t20bf58/T89OnThw6BD/XLjAzTNn8PL0BOCbFSsoUqECf546RdlSpRJdjqODA0vnzMHY2JiC+fNTv1YtDhw6RI9OnXBydMTY2BhbGxu9+u/cu0fzRo0oVqSIrn4hhEiuZ2FhOFhb8/jGOW4EXaD16NbYlixn6LJEGpMcfzvJcSFEVvX0xQscrCy5c/Ywz2wj6DFvEJZePoYuK9NxdtY/HX7WrFnkyZMHPz8/QkJC+Oqrr9i4cSP+/v4ArFmzhkKFCnH8+HHKly9viJL1SI6/neS4ECKrevriBTYmGm78tR+7Ujlo698WUzuHdF+vHImezrw8XwV37lxx3LhlTKU6tnqB7eWZsYENoACN5r9f2/f/+is1GjfGo3BhbL286NC7N0+ePiUiIuKtyzl55gwNW7cmZ9Gi2Hp54degAfAqEN9m+VdfYePpiaWbGz0GDWJw37706daNi1eu4OXhoQtsgMIFC+Jgb8/FK1eSXF6RggUxNjbWPXbLkYOgx4/fWsOAXr2YNnculWrXZuLMmfx97txbpxdCZD4h4Sbce2yR6Lh7jy0ICU+f34nvPX5MuWHD6Dl3Fhcf/s29Mvmlgf4BkxxPSHJcCJEYQ+VySv1y9iw+PXqwcsOXXNQG8cKvvDTQkyE6Opr169fTtWtXNBoNJ0+eJCYmhoCAAN00BQsWJGfOnBw7dizJ5URFRREaGqr3Lz1JjickOS6EyMpmbdtG4b592ffTNs5n16Lxr5EhDXSQJnqG8PJUfLtSPwC/XRlhkMAGuHj5Mj45cwJw684dGrRuTfEiRfjfunWcPHiQZXPmABD973XMEhMeHk7t5s2xs7Vlw+rV/HngANu//fad8wG0+/RTzhw+zM0zZwi/f5/506dj9B7XDzY1NdV7rNFo3nnH8+4dO3Lj9Gk6tGrFPxcuUMbfnyWrV6e6BiFExgoJN6HOpHL4janI3WD9Hfa7wRb4jalInUnl0nyH/U5wMH5jxnD1wQN+/PtvLhbIiU3xMmm6DpH5SI7rkxwXQrzJULmcUvtOn6b+1KmERkSw7u+zvPCrgKVHLoPWlFV8//33PH/+nM6dOwMQGBiImZkZDg4OetPlyJGDwMDAJJczc+ZM7O3tdf+8vLzSsepXJMf1SY4LIbKqaZs3M/qbb3gUEsLWoLsY+QdkWAMdpImeIe7e09Cht5XesA69rRLc3CQj/HL4MP9cuEDzRo2AV79ea7Va5k2bRvmyZcmfNy8P3tjoMTM1Je6NELx09SpPnj5l1sSJVKlYkYL58yfrJiYA9nZ25M2dGw93d72wLpQ/P3fv3+fua7+cX7h0iechIRQuUCC1TxkzMzPi4uISDPfy9KR316589+23DO3Xjy/WrUv1OoQQGevFSxOCQsy5EWhNtbH/7bDfDbag2tiK3Ai0JijEnBcv025n/dajR/iNHs2NwEDcHawZPbMH7pWqvHtGkeVJjuuTHBdCvMkQuZxSe0+epOG0aURGR1M2nzsDFw/H0sPbYPVkNV999RV169bF3d39vZYzevRoQkJCdP/u3r2bRhUmTXJcn+S4ECKrUUoxaeNGxm/YAECbOqVoNGkgJrZ2GVqHNNHT2es3LcmdK46je1/oTiV7/eYm6SEqKorAR4+4/+ABp86eZca8eTRu144GtWvTsXVrAPL6+BATE8OS1au5cesW327axMp/72wbL1fOnISFhXHg0CEeP3lCREQEOT09MTMz0833w+7dTJ07973qDahWjWKFC9OuZ09OnT3LHydP0rFPH/wqVaJMyZKpXm6unDk5/Pvv3H/wgMdPngAwaPRofjpwgJu3b3Pq7FkOHjlCoffYMBBCZCzP7JH8Ov13cruG63bYf7/oqNtRz+0azq/Tf8cze2SarO9GYCB+Y8ZwKygID0cbRs/uhc+/1//8mB0+fJiGDRvi7u6ORqPh+++/T3La3r17o9FoWLhwod7wp0+f0q5dO+zs7HBwcKBbt26EhYWlb+EpIDmefJLjQny8MjqXU2r3X3/RePp0omJiKF/Ak0FLRmCbK7dBasmKbt++zf79++nevbtumKurK9HR0Tx//lxv2kePHuHq6prksszNzbGzs9P7l54kx5NPclwIkRkppZiwYQOTN20CoH39MrSYNgRTm4xtoIM00dPVvfv6gf3rzjAqlovTuyZbtYY23LufPsG998AB3AoWJJevL3VatODgkSMsnjWLHRs36q5Z5lusGPOnT2f2okUUrViRDdu2MXP8eL3lVCxXjt5dutCqa1ec8+bl88WLcc6enbXLlrF1xw4Kly/PrIULmTtlynvVq9Fo2LFhA44ODlStX5+Apk3JnSsXm7/++r2WO2X0aG7duUOeUqVwzpsXeHUTlX7Dh1OoXDnqtGhB/jx5WP6eGx1CiIzl5ay/w15pZGW9HXUv57TZUb/24AHVxozhTnAwXk62jP68N95+1dJk2VldeHg4vr6+LFu27K3Tbd++nePHjyd69Fq7du04f/48+/bt48cff+Tw4cP07NkzvUpOEcnxlJEcF+LjllG5nFI7//iDJjNmEB0bS4VCXgxYOlIa6Cm0Zs0aXFxcqF+/vm5Y6dKlMTU15cCBA7phly9f5s6dO1SoUMEQZSYgOZ4ykuNCiMxGKcWYb75h2pYtAHRoWJZmUw3TQAfQKKUMcyGwTCQ0NBR7e3tCNm3Czkr/NK9IExNuurjg4+WFhZlZipYbEgJ1PrUhKFiT4KYl8b+Iuzgr9m4Nw94+TZ6KEJlKZHQ0N+/exScoCIvYWEOXIz5Qv190pNLIyrrHR2cfoWKhZ2m2/O3HjtFi1iw8nWwZ+XkfvCpVSrNlxwt+Gky3it0ICQlJ9yOy0otGo2H79u00adJEb/j9+/cpV64cP/30E/Xr12fQoEEMGjQIgIsXL1K4cGH+/PNPypR5dW35vXv3Uq9ePe7du5esU8Z1GT57NnaFCumNe58MB8lxISTHRWqkdy6n1MDVq1j84y4qFclJv8UjsPHImebruPHwBoOqD8rSOZ4UrVaLj48Pbdq0YdasWXrj+vTpw+7du1m7di12dnZ89tlnAPz+++/JXr4ux5cvx+61G1qC5LgQ70tyXGR1T16G4jdvFOdP36NzvfI0mjgAEyubNF1HRFgErcu0TlaGZ45bpH+g7O1h79YwXoRp8PTQ/63Cy1Nx6McwbG2UBLYQQqTS3WALOizQP720w4KSaXrEWzlbIyY3q0z2hpXxKJ85jqzKKrRaLR06dGD48OEUKVIkwfhjx47h4OCga6ADBAQEYGRkxIkTJ2jatGlGlpuA5LgQQqRMRuRySsTFRPNZMS+USQUqDeiAlbvnu2cSevbv38+dO3fo2rVrgnELFizAyMiI5s2bExUVRe3atVm+fLkBqkyc5LgQQmRtl19c53y9e7QpVobG/QdhbGn17pnSkVzOJZ3Z25MgsON5ekhgCyFEar1+s7Lc2Z5zlIrkzvY8wU3NUuPi3bvce/yYB+dOcDHsOnk71pUGeirMnj0bExMTBgwYkOj4wMBAXFxc9IaZmJjg5ORE4Bs31YoXFRVFaGio3r/0JDkuhBDJk565nFKHzp3jZUQ4t04e4IJlGFWHdZEGeirVqlULpRT58+dPMM7CwoJly5bx9OlTwsPD+e677956PXRDkBwXQoisRSnF/jNniAh9yr0rfwJQun1zgzfQQZroQgghsqB7jy30b1bWbxsVOcav/bbp3dTs3uOU77Cfu30bvzFjqDp8KIcfnCO4vC/WBYqmw7P4sJ08eZJFixaxdu1aNJq0u9bozJkzsbe31/3z8vJKs2ULIYRInfTM5ZTaeOgQ/mPH0njCGM6ahRLt74d59szV2BVCCCFEQlqtln4rV1JzwgQmfrmEGy6vLqBibJ5xP8S/jTTRhRBCZDm2lrG42Ef9d7MyxzAAvBzDdDc1c7GPwtYyZdf+O3vzJtXHjiU4JAQTUwivVBLr/AkvQyLe7bfffiMoKIicOXNiYmKCiYkJt2/fZujQoeTKlQsAV1dXgoKC9OaLjY3l6dOnSR7JNnr0aEJCQnT/7t69m95PRQghxDukVy6n1De//EKH+fPRKoWyNSbWvyrm2XOk6zqFEEII8f60Wi29ly9nxZ49aIAwN2tMSpczdFl65JroQgghshx761j2TjrBi5cmeGaPhNeu6OHlHMmhGb9jaxmLvXXyd9ZPX79OwIQJPH3xgvxuToxYMBCXEiXfPaNIVIcOHQgICNAbVrt2bTp06ECXLl0AqFChAs+fP+fkyZOULl0agF9++QWtVku5colvMJmbm2Nubp6+xQshhEiR9MjllFqzfz/dlixBKUWtMnnpvmAkFs7SQBdCCCEyu7i4OHosXcqaAwcw0mjo3a4aNYf34Vb4fUOXpkea6EIIIbIke+ukd8Y9s6fs5mV/Xb1KzQkTeB4eTkGPbAxfOAjnYr5pUeYHLSwsjGvXruke37x5kzNnzuDk5ETOnDnJli2b3vSmpqa4urpSoEABAAoVKkSdOnXo0aMHK1euJCYmhv79+9O6dWvc3d0z9LkIIYR4P2mZyyn1xU8/0XPZMgDqlMtP1/kjsMjm8o65hBBCCGFocXFxdF28mG8OHsRIo6FfR3/8h/R6dQmXcENXp08u5yKEEOKj9tfVqwSMH8/z8HAKe2Zn5OKh0kBPpr/++ouSJUtSsuSrI/aHDBlCyZIlmTBhQrKXsWHDBgoWLEiNGjWoV68elStXZvXq1elVshBCiA/M6w30+hUK0m3BSGmgCyGEEFmAUopOCxfyzcGDGGs09O9c478GeiYkR6ILIYT4qLk7OpLN0hzPbNYMWzyYbIXkJqLJVa1aNZRSyZ7+1q1bCYY5OTmxcePGNKxKCCHExySPc3YsTU2o8Uk+Os0djrljdkOXJIQQQohk0Gg0FHZ1xsRIQ/8uNak2sCdGZmaGLitJ0kQXQgjx0dLGxRJ75x+mtvcj1r8CjgUKGbokIYQQQiRT9MswPMLvMWdAQ1w/bYyZg5OhSxJCCCFEMr14/JB6nhZYjm9D7ubNMnUDHeRyLiIdVWvQgEGjRxu6DCGESODQuXOsP/gLd84e5rz2ESYNqksDXYg3SI4LITKrpT/+yKnLF7h58gDnssXi1qqpNNCFeIPkuBAiM4qOiWHc+vXcu3ONa+cPczG3LT4tMn8DHaSJ/sHq3LcvGkdHZi1YoDf8+1270Dg6vvfyo6Oj+XzRInwrV8bK3Z3sefJQqXZt1mzYQExMzHsvXwgh0ssvZ89Sd9IkOi1cxIarZ3lRpRyWXj6GLksIPZLjQgiRuFnbtvHZ6tXUnDiJo2Yv0PjXwNTOwdBlCaFHclwIIRKKiomhxezZTN+yhSazZ3ExrwOWVWtgbJr5G+ggTfQPmoWFBbMXLeLZ8+dputzo6GhqN2/OrIUL6dmpE7//9BN/HDhAv+7dWbJ6NecvXUrT9QkhRFrZd/o09adO5WV0NCXzuJKrfUNpoItMS3JcCCH0Tdu8mdHffANAQKWCODZuJA10kWlJjgshxH8io6NpNnMmO//4A3MTYwKalMOqcvUs00AHaaJ/0AL8/HDNkYOZ8+e/dbr//fADRSpUwDxHDnIVL868pUvfOv3CFSs4/PvvHNixg349elCiWDFy58pF208/5cT+/eTLnVs3rVarZcSECTj5+OBaoACTZs3SW9b8ZcsoVrEi1h4eeBUpQt+hQwkLC9ONX7txIw7e3vx04ACFypXDxtOTOi1a8DAwUDdNbGwsA0aOxMHbm2y5czNy4kQ69elDk3bt9OqYOX8+Pr6+WLq54Vu5Mtt27EjW6yiE+DDsPXmShtOmERkdTdl87gxeOgI7n7yGLkuIJEmOS44LIV5RSjFp40bGb9gAQOvapWg9YxgmtnYGrkyIpEmOS44LIV55GRVFk+nT2f3XX5ibGDOkXwMq9O6SpRroIE30VAsPD0/yX2RkZLKnffnyZbKmTQ1jY2NmjB/Pki++4N79+4lOc/LMGVp26ULrZs345+hRJo0axfgZM1i7cWOSy92wdSsB1apRsnjxBONMTU2xtrbWPV73f/+HtbU1J/bv5/PJk5ny+efsO3hQN97IyIjFs2dz/tgx1q1YwS+//caIiRP1lhnx8iVzly7l25UrObxrF3fu3WPY+PG68bMXLmTD1q2sWbaMo3v3EvriBd/v2qW3jJnz5/PN5s2snD+f88eOMbhvX9r36sWho0ff/iIKIT4Iu//6i8bTpxMVE0O5Ah4MWjICu1x5DF2WMCDJcclxIUTWoJRiwoYNTN60CYC29Urz6fQh0kD/yGVkjqeW5Ph/JMeF+HhFREXRaNo0fjp9GgsTY4YOaES5np0wMjZJdPrwFyY8DrRIdNzjQAvCXyQ+X0Yw3JqzOBtPzyTH1atZk11btugeu+TPT0RERKLT+lWqxK8//qh7nMvXl8dPniSYTj17lqo6mzZoQIlixZg4axZfLVmSYPz8Zcuo4efH+OHDAcifNy8XLl1izpIldG7bNtFlXr1xg2qVKydr/cWLFGHiyJEA5MuTh6VffMGBQ4eoWb06AIP69NFNmytnTqaNHUvvIUNYPm+ebnhMTAwr588nj8+rSy70796dKXPm6MYv+eILRg8eTNMGDQBYOmcOu/ft042PiopixoIF7N++nQqffAJA7ly5OHL8OKvWrMGvUqVkPRchRNZ0/s4dmsyYQUxsLBUKefHZ4hHYeHkbuixhYJLjkuNCiKzhy59/Ztq/38kdGpal6eTBmFjZGLgqYWgZmeOpzXCQHAfJcSE+dt2XLGH/2bNYmpowdFBjynRu99YG+qTu5Qh5as70b34H8//GBT+0YGzHitg7RTHpyxNY28Zm0DP4jzTRPwKzJ07Ev3FjhvXvn2DcxStXaFyvnt6wSuXLs3DlSuLi4jA2Nk4wj1Iq2esuXqSI3mO3HDkIevxY93j/r78yc8ECLl29SuiLF8TGxhIZGUlERARWVlYAWFlZ6QIbwM3VlaDgYABCQkJ4FBTEJ6VK6cYbGxtTukQJtFotANdu3CAiIoKazZrp1RIdHZ3or/dCiA9LAdcctCtZmKsRz+m3eAQ2HjkNXZIQKSI5LjkuxMesScnirPBwwbdMbhpNHCANdJHlSI5LjgvxMRvoX4kjf5+iS696lOrYOskGOsDLcBNCnpoTeNeasR0r0nPxbQCePbJh9oCKBN611k0nTfQsJOzevSTHvRl0QVeuJDmtkZH+FXVunT37foUlomqlStT292f0lClJ/pqdEvnz5OHS1avJmtbU1FTvsUaj0YXprTt3aNC6NX26dmX6uHE4OTpy5Phxun32GdExMVjFL8PEJMEyUrLhEPbvKXi7Nm/Gw81Nb5y5Wda6/pIQIvmUUmhjY7h96heaNChGZJVKWLknfdSS+LhIjkuOCyEyL6UUGo2Gl6HPCLr0OyMG1MeiVm2MLa3ePbP4KEiOS44LITKv+Bx/9uAGhN1i+pxu2FX0e2sDHSC7ayTTv/mdsR1fNcyX9WsBdb5m2eoWPHlgjatXONO/+Z3srpFvXU56kSZ6Kr1+nTFDTZsSsyZOpETVqhTIq38TvUL583P0xAm9YUePHyd/njyJ/uoN0LZFC8ZMncrpv/9O8MtxTEwM0dHRyXoeJ8+cQavVMm/aNN3Gy5bvv0/BswJ7e3tyuLjw5+nTVP33NLC4uDhOnT1LiWLFAChcoADm5ubcuXtXThUT4iOx+bff2Pjrr8ysXpJrNhHEVKuKlYvbu2cUHw3JcclxIUTmpJRi4BdfkM3SnObeNlxwN8WieoA00IUeyXHJcSFE5hQSHk6zmTP5rHol3Eyfc62IG/blqqIxSt5tOZ3dXm+kO8DXv/MEdA10ZzfDNNBBmugfjWJFitDu009ZvHq13vCh/ftT1t+fqXPm0KppU479+SdLv/yS5XPnJrmsQX36sOvnn6nRuDFTx4yhcvny2Nra8tfp08xetIivlizRBebb5PXxISYmhiWrV9OwTh2OHj/OyjVrUvzcPuvRg5kLFpA3d24K5svHktWrefb8ORqNBgBbW1uG9e/P4LFj0SpF5fLlCQkN5eiJE9jZ2tKpTZsUr1MIkXltPHSIDvPno1WKHC5Qa3QPzLO7GrosId6L5LjkuBAfA61WS/9Vq1ixZw8awHJ4U/JVbyUNdJHlSY5LjgvxMXgeFkadSZM4ceUK525eY/a8HjiloIEez9ktksGzTzOy7X/3fxg8+7RBG+gAKXsWIkubMmaM7tSteKV8fdmyZg2bvvuOohUrMmHGDKaMHv3W08zMzc3Zt307IwYMYNXatZSvVYuy/v4sXrWKAb16UbRQoWTV41usGPOnT2f2okUUrViRDdu2MfO1u3wn18hBg2jTvDkde/emQq1a2FhbU7tGDSzM/7sDwdSxYxk/fDgzFyygULly1GnRgl0//4xPTrk2shAfkl1//qlroNcolYeAkd2lgS4+GJLjkuNCfMi0Wi19VqzQNdB7talKvratMJEGuvhASI5LjgvxIXsWFkbNCRM4ceUKdhZmDBzeHKfK1VPcQIdXNxFdMLKk3rAFI0sS/NAircpNFY1KycWsPlChoaHY29sTsmkTdlb6G2mRJibcdHHBx8sLC7leV5ag1WopVK4cLZs0YerYsYYu56MWGR3Nzbt38QkKwiI242/6ID4i16/D4MGUBk4BNcvkpceCkVg45zB0ZckS/DSYbhW7ERISgp2dnaHLyVJ0GT57NnZv7DRKhmdNkuOZh+S4SLV/c5kFCyBPnndOrtVq6bF0KV/v34+RRkPvdn7UHN4XY3PD7iwn142HNxhUfZDkeCrocnz5cuw89e9dIzmeNUmOZx6S4yKjPAkNpeaECZy+cQMHS3NGjm1D4WZNUt1Aj78muqtXOINnn2bByJK6x2l9SZeIsAhal2mdrAyXI9FFlnf7zh2+WLeOK9eu8c/58/QZMoSbt2/TtkULQ5cmhMgg248dA0ABtT/JT49Fo7JMA12Ij53kuBAft7i4OLouXqxroPftUD1LNdCF+NhJjgvxcXscGkqN8eNfNdCtzBk5vm2qG+iPA/Ub6NO/+Z1CpZ4x/ZvfcfUKJ/CuNWM7VuRxoGG2EaSJLrI8IyMj1m7cSFl/fyrVrcs/Fy6wf/t2ChUoYOjShBAZ4HFoKAt27ACgcjFvui8ciUU2FwNXJYRILslxIT5uB/7+m3W//IKxRkP/TjWoMbS3NNCFyEIkx4X4uM3bvp2zN2/iZGXB6IkdKNKsaaoa6ACW1rHYO0UlOOI8/majrl7h2DtFYWltmDMr5MaiIsvz8vTk6E8/GboMIYSB2JuZ0K+JP8OuXqH6vGGYODkbuiQhRApIjgvxcauY043h1csQnduR6gN7YSSX7RAiS5EcF+Lj9lnFEly6dpZK7f0p0LDBey3L2jaWSV+e4GW4Cdld9S/Z4uwWyYxvf8fSOhZrW2miCyGEEMn2ODQUezMTbvy5DxNfZyoOaY2JvaOhyxJCCCHEO8TExhIeGYlx5Auun/+Nks3LYFU1QBroQgghRBbwJDQURxsbntw8z81HF/h0VCtsS5ZLk2Vb2ybdJH+zsZ7RpIkuhBAiy5m3fTsztm7lq+YBaAvao6kRgKmdg6HLEkIIIcQ7RMfE0HrOHG49fMDCBuW4Xzg7VlVqSANdCCGEyALuP3lC9bFjKZfTne5V8vCgdH5sS5Q1dFkZQq6JLoQQIkv5/H//Y9iaNTwNC2PboztQo4Y00IUQQogsIComhk9nz2b78eOcv3eP/aYxWFaVBroQQgiRFdwNDsZv9GiuPnjA/gsXuJjfE5uPpIEOciS6EEKILGTGli2MXb8egJYBJWg+dQgmtnYGrkoIIYQQ7xIZHU2LWbPY9ddfmJsYM6hPPUp1a4+xqTTQhRBCiMzudlAQ1ceO5eajR7jZWzNqZnc8qvgZuqwMJU10IYQQWcKUTZuYuHEjAK1rl6TltKHSQBdCCCGygMjoaJrOmMHeU6cwNzFmSL8GlOvZCSNj2R0VQgghMrubgYFUHzeO20FBuDvYMGpGd3L5+xu6rAwnWy1CCCEyNaUUEzduZOrmzQC0rVua5lMHY2IjDXQhhBAis3sZFUXj6dPZd+YMFibGDBnQkE+6dZQGuhBCCJEFXH/4EP9x47gTHIynoy0jZ/fAu2o1Q5dlELLlkkovY18SHRedYeszMzbD0sQyw9aXVXXu25fnISF8v2FDhq/76PHj9B4yhEtXr1K/Vi2D1CDEhygmNpZDf/8NQIcGZWk6ZTAmVjYGrkpkdZLjmZPkuBAfnkfPn/PPzRtYmpowdGAjynRpLw108d4yMsclw5NPclyID8/Fe/d48OQJXk62jJrTB69KlQ1dksHI1ksqvIx9yY7ru3kWFZJh63Q0t6dxnnrJDm9Dhldm9uuRI1Rv2FD32MXZmcrlyzNnyhRy58r1XsseMm4cJYoVY8/WrdjYSINPiLSijQxnbs2SbCjtgt+QXtJAF+9NcjzrkhwXIutx0EawpLkf/zhbUqpja2mgi/eW0Tme0gwHyfGkSI4LkfWUstYypXllHOtVxKNCRUOXY1AG3YI5fPgwc+bM4eTJkzx8+JDt27fTpEmTRKft3bs3q1atYsGCBQwaNEg3/OnTp3z22Wfs3LkTIyMjmjdvzqJFi9L1SzM6LppnUSFYGptjYWKRbuuJFxkbybOoEKLjojP9L+BxcXFoNBqMjIwMXcpbXf7zT2xtbLh6/To9Bw+mYZs2/H3kCMbGxileVkxMDKamply/eZPeXbrg6eGR6rqio6MxM5ObKwmhlOKnU6fwy5eb62d+4aa3JX6dpYEu0obkeNIkxyXHhUgL4ZGRWAOhwfe4HP2A6Mp5KVWuijTQRZrIyBzPShkOkuOS40KkjYt372JpZoZZ8C0uv7iBT/s6WBcoauiyDM6g36zh4eH4+vqybNmyt063fft2jh8/jru7e4Jx7dq14/z58+zbt48ff/yRw4cP07Nnz/QqWY+FiQXWplbp/i8tNgyqNWjAZyNGMGj0aBxz5SJH/vx8sW4d4eHhdOnXD1svL/KWKsWefft08/x65AgaR0d2/fQTxStVwsLVlfI1a3LuwgXdNGs3bsTB25sfdu+mcPnymOfIwZ1793j2/Dkde/fGMVcurNzdqduiBVevXwcgNDQUSzc3vXUBbP/xR2y9vIiIiADg7r17tOzSBQdvb5x8fGjcti237tzRTR8XF8eQsWNx8PYmW+7cjJgwAaVUsl4PF2dn3FxdqVqpEhOGD+fCpUtcu3EDgB27d1PKzw8LV1dylyjB5NmziY2N1c2rcXRkxVdf0ahNG6w9POgxcCAaR0eePH1K1/790Tg6svbfmx8eOnqUT2rUwDxHDtwKFmTUpEl6y6rWoAH9hw9n0OjRZM+Th9rNm+te958OHKBk1apYurnh36gRQcHB7Nm3j0LlymGXMydtu3fXvVYAe/fvp3KdOrrXo0GrVly/eVM3/tadO2gcHflu506qN2yIlbs7vpUrc+yPP/Rem6PHj1OtQQOs3N1xzJWL2s2b8+z5cwC0Wi0z58/Hx9cXSzc3fCtXZtuOHcl6zYVILqUUg778krqTJzNs+QIuuJti5l9TGugizUmOS45LjkuOi7QXGhFBv1WrANh14leuFXHDpryfNNBFmsuIHE+rJr3kuD7JcclxkXmdu32bamPGUHXEMH69/zePKhSXBvq/DNpEr1u3LtOmTaNp06ZJTnP//n0+++wzNmzYgKmpqd64ixcvsnfvXr788kvKlStH5cqVWbJkCZs2beLBgwfpXX6Ws27TJrJny8YfBw7wWc+e9Bk6lE87d6biJ59w6tdfqVW9Oh1699YLAoDhEycyb9o0/jxwAOds2WjYpg0xMTG68REvXzJ70SK+XLSI88eO4ZI9O5379uWvM2f4YeNGjv30Ewqo17IlMTEx2NnZ0aB2bTZu26a3ng1bt9KkXj2srKyIiYmhdosW2NrY8Nvu3Rzduxcba2vqtGhBdPSra9/NW7qUtRs38vXSpRzZs4enz5+zfdeuFL8ulpavjiiIjo7mt99/p2Pv3gzs3ZsLx4+zasEC1m7cyPR58/TmmTR7Nk0bNOCfo0eZPGoUDy9dws7WloUzZ/Lw0iVaNW3K/QcPqNeyJWVLluTsb7+xYt48vlq/nmlz5yZ4X8xMTTm6dy8r58/XW8fSzz/n959+4u79+7Ts0oWFK1ey8Ysv2LVpEz8fPMiS1at104dHRDCkXz/+OniQAzt2YGRkRNP27dFqtXrrGzttGsP69+fM4cPkz5uXNt276zYkzvzzDzWaNKFwgQIc++knjuzZQ8PatYmLiwNg5vz5fLN5Myvnz+f8sWMM7tuX9r16cejo0RS/7kIkRqvV0n/VKhbv3IkGiPWywbR6AMaWVoYuTQiDkxxPnOS45LjIPELCw6k1YQJ/37oFQEQeF2zLVUWTyY+KFSIjSI4nTnJcclxkHn/fvEn1sWMJCgnB3MyIiEolsc5fxNBlZRqZ+nAArVZLhw4dGD58OEWKJHzTjh07hoODA2XKlNENCwgIwMjIiBMnTiTZnI+KiiIqKkr3ODQ0NO2Lz4R8ixRh3LBhAIwePJhZCxeSPVs2enTqBMCEESNY8fXX/H3+POXLltXNN3HECGpWrw7AuhUr8CxShO0//kjLf1/fmJgYls+di2+xYgBcvX6dH/bs4ejevVQsVw6ADatX41W0KN/v2sWnTZrQ7tNPdRsIVlZWhIaGsuvnn9n+7bcAbP7uO7RaLV8uXoxGowFgzbJlOOTKxa9HjlDL35+FK1cyevBgmv17TbWV8+fz04EDKXpNHgYGMnfJEjzc3SmQLx/1WrZk1KBBdGrTBoDcuXIxdcwYRkyaxMSRI3XztW3Rgi7t2uktS6PRYG9nh2uOHAAsnzsXLw8Pls6Zg0ajoWD+/Dx4+JCRkyczYcQI3Sl2+XLn5vMpU/6r6dEjAKaNHUul8uUB6Na+PaOnTOH66dO6a8W1aNSIg0eOMPLfyxs1b9RIr56vly7FOW9eLly6RNHChXXDh/XvT/3atQGYPGoURSpU4NqNGxTMn5/PFy2iTIkSLH9tI6VIoULAq7+bGQsWsH/7dip88onu9Tly/Dir1qzBr1KlFL32QrxJq9XSd+VKVu3diwbo1boqtUb2xUQa6EIAkuOJkRyXHBeZx7OwMGpPnMifV6+Sw9yUr7rUxLVHJ7TSQBcCkBxPjOS45LjIPM7cuEHA+PE8efGCfK6OjFw4EJcSpQxdVqaSqZvos2fPxsTEhAEDBiQ6PjAwEBcXF71hJiYmODk5ERgYmORyZ86cyeTJk9O01qyg+Gs/RBgbG5PN0ZFir32Z5/j3tQwKDtabr8JrAe7k6EiBvHm5eOWKbpiZmRnFi/53asfFy5cxMTGh3Gs/bmRzctKbr17NmpiamPDDnj20bt6c/+3ciZ2tLQHVqgFw9tw5rt24ga2Xl14tkZGRXL95k5CQEB4GBlKudGndOBMTE8qULJmsU8g8ixRBKUVERAS+RYvyv3XrMDMz4+y5cxw9cYLpr/0CHRcXR2RkpG4DA6BMiRLvXMfFK1eoULasbqMDoFK5coSFhXHv/n1y/vvcSiexrNffrxwuLlhZWendbCWHiwt/nDqle3z1+nUmzJjBiZMnefz0qe4X7zv37umF9uvLdXN1BV695wXz5+fMuXN82rhxovVcu3GDiIgIajZrpjc8OjqaksWLv+2lEOKdtFotPZct46t9+9AAvdtVo9aIvhibp//1qoXIKiTH/yM5/orkuMgsnr54Qc0JEzh1/Tr2lmYMGtsW52ZNpIEuxGskx/8jOf6K5LjILE5dv07A+PE8CwujgLsTIxYMwtm3hKHLynQybRP95MmTLFq0iFOnTul96aWF0aNHM2TIEN3j0NBQvN4Ihw/Rm5fD0Wg0esPiX2dtMq9jFs/SwiLF75GZmRktGjdm47ZttG7enI3bttGqaVNMTF59JMPCwyldogQbXjs9Kp5ztmwpWldiftu9GztbW1yyZ8fW1lY3PCw8nMmjRul+TX+dhcV/zTxra+v3rkG3LKvEj7J9870xNdH/c9VoNHqnhjVs0wZvLy++WLQId1dXtFotRStWJPq1U/0SWy78955bWiTdsAwLDwdg1+bNeLi56Y0zl5uviPeglKLH0qV8vX8/RhoNfdtXp8aw3tJAF+INkuP/kRz/bxkgOS4M63lYGDXGjePMzZs4WpkzYlxbCjdpLJdwEeINkuP/kRz/bxkgOS4M6/T169QYN47n4eEU8sjG8EWDyF7U19BlZUqZton+22+/ERQURM6cOXXD4uLiGDp0KAsXLuTWrVu4uroSFBSkN19sbCxPnz7F9d9f9BJjbm6Oubl5utX+oTn+11+6X2mfPX/OlevXKZQ/f5LTFypQgNjYWE789Zfu9LEnT59y+do1ChcooJuu3aefUrNpU85fvMgvhw8zbexY3bhSvr5s3r4dl+zZsbOzS3Q9bq6unDh5kqr/nrYUGxvLyTNnKOX77j92H29vHOztEwwvVbw4l69dI2/u3O9cxrsUyp+f/+3ciVJKF45HT5zA1tb2ve4YnpgnT59y+epVvli4kCoVKwJw5NixFC+neJEiHDh0iMmjRycYV7hAAczNzblz966cKibSlEajobhHDkyMNPTtWIPqg3tKA12INCQ5njqS40Ikj62lJXmc7LnzyIKRE9tTsGEDaaALkYYkx1NHclyI5PFwcsLFygJ3R0uGLxpCtiJyE9GkZNomeocOHQgICNAbVrt2bTp06ECXLl0AqFChAs+fP+fkyZOU/vc0ol9++QWtVku5f8NCvL8pn39ONicncjg7M3baNLI7OdGkfv0kp8+XJw+N69Wjx6BBrJo/H1sbG0ZNnoyHmxuN69XTTVe1YkVcXVxo17MnPt7eeqebtfv0U+YsWULjdu2YMno0nh4e3L57l+927mTEgAF4engwsFcvZi1cSL48eSiYLx/zly/n+Xte337CiBE0aN2anJ6etGjUCCMjI86eO8e5ixeZNm5cipbVt1s3Fq5cyWcjRtC/Rw8uX7vGxFmzGNK3r+76a2nF0cGBbE5OrF63DjdXV+7cu8eoVFyyaPTgwRSrVIm+Q4fSu0sXzMzMOPjbb3zapAnZs2VjWP/+DB47Fq1SVC5fnpDQUI6eOIGdra3uunVCpFTYk0D8smuYM6ENPs2aYSRHUgiRpiTHJcclx0V6enrnEgOqFaBKh4rkrlPH0OUI8cGRHJcclxwX6UVptUTdPMuU9lV5WbUs2QpJA/1tDNpEDwsL49q1a7rHN2/e5MyZMzg5OZEzZ06yvXGakKmpKa6urhT499fTQoUKUadOHXr06MHKlSuJiYmhf//+tG7dGnd393SvPzI2Mt3XkZHrScqsiRMZOGoUV2/coESxYuz8v//D7B1NrjXLljFw1CgatG5NdEwMVStWZPeWLQlOXWrTvDmfL17MhBEj9Oa3srLi8K5djJw0iWYdO/IiLAwPNzdq+Plh9+/pXkP79+fho0d06tMHIyMjurZvT9P69Ql5j+CuXaMGP27axJTPP2f2okWYmphQMH9+unfokOJlebi7s3vLFoZPmIBvlSo4OTrSrX173c1k0pKRkRGbvvqKAaNGUbRiRQrkzcvi2bOp1qBBipaTP29efv7uO8ZMmcInAQFYWlhQrkwZ2rRoAcDUsWNxzp6dmQsWcOPWLRzs7Snl68uYwYPT/DmJD1tMbCwTN26kZ9UKPL99mos+NvhUDZAGushQkuNJkxyXHBfibR4+fcry3bvpV64Y1x9d4H6ZvOQuKQcxiYyVEflq6AwHyXHJcclxkfZ+O3+eK/fvUSO7KZfiHqGp60e2nO9/BsiHTqOSc9eHdPLrr79S/d+7TL+uU6dOrF27NsHwXLlyMWjQIAb9e/djgKdPn9K/f3927tyJkZERzZs3Z/HixdjY2CS7jtDQUOzt7QnZtAm7N66HFWliwk0XF3y8vLD4N6hexr5kx/XdPIsKSfY63pejuT2N89TD0sQyw9b565EjVG/YkGf/fjkLkVKR0dHcvHsXn6AgLGJjDV2OyCSiY2JoPWcO248fp6hbNkaN+RTragEYm368DfTgp8F0q9iNkJCQJE+ZFYnTZfjs2dgVKqQ3LrEMB8lxIZJLclwk5v6TJ/iPG8eV+/dpW64QDQa3wKZE2XfP+AG78fAGg6oPkhxPBV2OL1+Onaen3rjMkuOGyHCQHBfvT3JcJObXf/6h/pQpvIyKYlIbPwp2bYall4+hyzKYiLAIWpdpnawMN+iR6NWqVUvWnZvj3bp1K8EwJycnNm7cmIZVvZuliSWN89QjOi46w9ZpZmyW4aEthBBpLSomhpazZ/PDH39gamxE3SblP/oGush4kuNCCJE69x4/pvrYsVx7+JAcdlaUbR/w0TfQRcbL6ByXDBdCfCgOnD1Lw6lTeRkdTak8ruTu0PCjbqCnVKa9JnpmZ2liKUEqhBApEBkdTYtZs9j111+YGRsxuG99yvfsJA10YRCS40IIkTK3g4LwHzeOG4GBuNpbM3pGd3xq1DB0WeIjJTkuhBAp8/Pp0zSePp3I6GhK53Vj8NIR2OXKY+iyshRpooskVatcGfXsmaHLEEJ8ACKjo2k6YwZ7T53C3MSYwX0bUL5XJ4yMJYaESC+S40KItHIzMJDq48ZxOygIdwdrRs3oQS5/f0OXJcQHTXJcCJFW9pw8SdMZM4iKiaFsfncGLR6BbS65BnpKSfdCCCFEuuu7YgV7T53CwsSYIQMa8km3jtJAF0IIIbKAmNhYak+axO2gIDwcbRg1uyfeVasZuiwhhBBCJMOle/doMn060bGxlC/gyYClI7Hx8jZ0WVmSkaELEEII8eH7rHolvB3tGDaosTTQhRBCiCzE1MSEcbWqkNvZnjFzeksDXQghhMhC8ro406VscSoW8mLA8lHSQH8P0sUQQgiRLpRSaDQanj+8Sdzz60yd1Rm7ytWkgS6EEEJkAfE5/uDCCbzcNExZORS7IiUMXZYQQgghkkEphTY2htunfqFe7QJUr9oNK3cvQ5eVpUknQwghRJp7ERFB05kz6V7pE/JYhnG1iCt25apIA10IIYTIAi7evUvnRYtY2CiASNNnPCpXDLuCxQxdlhBCCCGSYeuRI3y9bx9zA8pw3fYl0dWqYeXiZuiysjzpZgghhEhToRER1J00id8vXeLU1UvMmd8T5/J+aIzkCmJCCCFEZnf+zh38x44lKCSEoTvCGDDvM6zzFzF0WUIIIYRIhv87dIgOCxYQp9Xi7qKh7vjemGd3NXRZHwRpogshhEgzIeHh1J44kRNXrmBrbsrgYc1xrlpDGuhCCCFEFvD3zZvUGD+ex6Gh5MnhQNfJ3aWBLoQQQmQR6w8epNPChWiVwr9kHmqN6SUN9DQkXY3UevkSQkIy7t/Ll4Z+xknKVbw4C1es0D3WODry/a5dGb7ejLR67Vq8ihTByMnJYDUIkdk8Cwuj5oQJnLhyBTsLM0aOaY1v65bSQBeZk+S4juS45LgQAGdu3MB/3Dgeh4aSz9WR0QsHkaNUGUOXJUTiMjLHM3GGg+S45LgQr6w7cICO/zbQa5bOS+/Fo7DKIZdwSUtyJHpqvHwJu3e/CtSMYm8P9eqBpWWyJu/cty/r/u//ADAxMcHJ0ZHiRYrQpnlzOrdti1E6NrUeXrqEo4NDui0/uSbNmsXk2bMBMDY2xtPdnaYNGjB1zBhsbGxSvdzQ0FD6jxjB/GnTaN6oEfZ2dmlVshBZ1tMXL6g5YQKnrl/H3tKMUWPbUrhZE2mgi8xJcvytJMeF+Picun6dgPHjeRYWRgF3J0YsGISzbwlDlyVE4jI6x1OY4SA5DpLjQmSkr37+mR7LlqGUovYn+eg2bwQWzjkMXdYHR5roqREd/Sqwzc3BwiL91xcZ+Wp90dEpCu46NWqwZtky4uLieBQczN79+xk4ejTbduzgh//7P0xM0uftd82Ref5QixQsyP7vvyc2NpajJ07Q9bPPiIiIYNXChSlellKKuLg47ty7R0xMDPVr18bNNfWnxcTExGBqaprq+YXITJbt2sWp69dxtDJnxLi2FG7SWBroIvOSHH8ryfHkkRwXHwqlFMO+/ppnYWEU8sjG8EWDyF7U19BlCZG0jMzxVGY4SI6D5LgQGeHpixcMX7MGpRR1yxeg6/wRmDs5G7qsD5J0ON6HhQVYWaX/v1RuGJibm+OaIwce7u6U8vVlzNCh7NiwgT3797N240bddM9DQug+YADOefNilzMn/o0acfaff/SWtXPPHsr6+2Ph6kr2PHlo2r59kut9/fSxW3fuoHF05LudO6nesCFW7u74Vq7MsT/+0JvnyLFjVKlbF0s3N7yKFGHAyJGEh4frxgcFB9OwdWss3dzw8fVlw5YtyXoNTExMcM2RA08PD1o1a0a7Tz/lh717AdBqtcycPx8fX18s3dzwrVyZbTt26Ob99cgRNI6O7Nm3j9LVqmGeIwfrt2yhWKVKAOQuUQKNoyO37twBYMVXX5GnZEnMXFwoULYs327alOB1WfHVVzRq0wZrDw+mz5vHpFmzKFGlCl+vX0/OokWx8fSk79ChxMXF8fmiRbgWKIBLvnxMnztXb1nzly2jWMWKWHt44FWkCH2HDiUsLEw3fu3GjTh4e/PTgQMUKlcOG09P6rRowcPAQL3lfL1+PUUqVMA8Rw7cChak//DhunHJ+VwIEa9n2WK0LJ2fURPaSwNdZB2S44mSHJccFx8ZpZhftzJ1SuRhxOKh0kAXWUdG5Ph7NOklxyXHJcdFRrA1NWZVsxo08ytK1wUjpYGejqTL8ZHxr1oV36JF+W7nTt2wTzt3Jig4mD1bt3Ly4EFK+fpSo0kTnj57BsCun36iaYcO1KtZk9OHDnHg++/5pFSpFK137LRpDOvfnzOHD5M/b17adO9ObGwsANdv3qTOp5/SvFEj/j5yhM1ff82R48fpP2KEbv7Offty9/59Dv7wA9vWrWP5V18R9Phxip+/pYUF0dHRAMycP59vNm9m5fz5nD92jMF9+9K+Vy8OHT2qN8+oyZOZNXEiF0+coGa1auz//nsA/jhwgIeXLuHl4cH2H39k4OjRDO3Xj3O//06vzp3p0r8/B3/7TW9Zk2bPpmmDBvxz9Chd27V79fxv3WLP/v3s3baN//viC75av576rVpx78EDDv34I7MnTWLc9Omc+Osv3XKMjIxYPHs2548dY92KFfzy22+MmDhRb10RL18yd+lSvl25ksO7dnHn3j2GjR+vG7/iq6/oN3w4PTt14p+jR/lh40by5s6tG/+uz4UQT0JDiY2LI/jmea4/+JvGQ5pTSBroQqQryXHJ8XiS4+J9BT1/jtJquXfmMI/MntN5dj+yFSlq6LKE+KBJjkuOx5McF+8r6PlzYiIjuHFyP8aFHGg7eyjmjtkNXdYHTS7n8hEqmC8ff1+4ALz6xfmPkycJunoVc3NzAOZOncr3u3axbccOenbuzPR582jdrBmTR4/WLcO3WLEUrXNY//7Ur10bgMmjRlGkQgWu3bhBwfz5mblgAe1atGBQnz4A5MuTh8WzZuHXoAEr5s3jzr177Nm/nz8OHKDsvxsLXy1ZQqFy5VJUw8kzZ9i4bRv+VasSFRXFjAUL2L99OxU++QSA3LlyceT4cVatWYPfv79uA0wZM4aa1avrHgc/eQKAc/bsulPl5i5ZQue2benbvTsAQ/Lm5fhffzF3yRKqV6mim7dtixZ0+Tes42m1Wr5esgRbW1sKFyxI9SpVuHz1Kru3bMHIyIgC+fIxe9EiDv72G+XKvLq5U/xrBZArZ06mjR1L7yFDWD5vnm54TEwMK+fPJ4+PDwD9u3dnypw5uvHT5s1jaL9+DOzdWzcs/vVNzudCfNwePn2K/7hxFMmRnQHVC3C/dF5sS6bsb1IIkTqS45LjIDku3s9v589Tf8oURteoSMmSLoRWLYdVztzvnlEI8d4kxyXHQXJcvJ8FO3Yw+f/+jy+bB2BU2BH8a2Bm72josj540kT/CClAo9EAcPbcOcLCw8mWJ4/eNC9fvuT6zZsAnDl3jh6dOr3XOosXKaL7f/x1y4KCgymYPz9nz53j7/Pn2bBt2381KoVWq+Xm7dtcuX4dExMTSpcooRtfMH9+HOzt37nefy5cwMbTk7i4OKKjo6lfqxZLP/+cazduEBERQc1mzfSmj46OpmTx4nrDyry23qRcvHIlQZBVKleORStXvnNZuXLmxNbWVvc4h7MzxkZGejebyeHsrPdL//5ff2XmggVcunqV0BcviI2NJTIykoiICKysrACwsrLSBTa8et2DgoOBV6/9g4cPqeHnl+jzSc7nQny87j95gv+4cVy5f58nIU+o1rUK3tJAFyLDSI5LjkuOi/fx6z//UH/KFCKioth64Tw+nzXAWhroQmQYyXHJcclx8T7mfPcdI9auBeC7R3dp8VkLTO0cDFrTx0Ka6B+hi5cv45MzJwBh4eG4ubry62unk8WLD0XLNLhZy+s37IjfYNAqpauhV+fODOjVK8F8OT09uXL9eqrXWyBfPn7YuBETExPcXV0xMzMD0F03bdfmzXi4uenNY/7vNPGsra1Tvf43JbYs0zduKKPRaBLc4ESj0aDVaoFXtTdo3Zo+Xbsyfdw4nBwdOXL8ON0++4zomBis3rJc9e9r/q73NDmfC/Fxuvf4MdXHjuXaw4fksLNi1PRueNeoaeiyhPioSI5LjkuOi9Q6cPYsDadO5WV0NKXyuDJ4yTCsvfO8e0YhRJqRHJcclxwXqTVz61bGfPstAJ8G+NJ86iBpoGcgaaJ/ZH45fJh/LlxgcN++AJTy9SXw0SNMTEzI9W+Qv6l4kSIcOHQowWlPaaVU8eJcuHxZ7/pfryuYLx+xsbGcPHNGd3rT5atXeR4S8s5lm5maJrrcwgUKYG5uzp27d/VOFUutQvnzc/TECTq1aaMbdvTECQoXKPDey37TyTNn0Gq1zJs2Tffr+JZ/rwuXXLa2tuTKmZMDhw7pnd4WLzmfC/HxuRMcTPWxY7kRGIirvTWjZ3THp0YNQ5clxEdFcvwVyXHJcZFyP58+TePp04mMjqZ0XjcGLx2BXS5poAuRkSTHX5EclxwXKTd10yYm/HtT4lY1S9JqxlBMbO0MXNXHRZroH7CoqCgCHz0iLi6OR8HB7N2/n5kLF9Kgdm06tm4NQEC1alQoW5Ym7drx+eTJ5M+blwcPH7Lr559p2qABZUqWZOLIkdRo3Jg8Pj60btaM2NhYdu/bx8hBg9KkzpEDB1K+Vi36Dx9O944dsbay4sLly+w7eJClc+ZQIF8+6tSoQa/Bg1kxbx4mJiYMGj0aS0vLVK/T1taWYf37M3jsWLRKUbl8eUJCQzl64gR2trZ64ZscwwcMoGWXLpQsVoyAatXYuXcv3+3cqbvpSVrK6+NDTEwMS1avpmGdOhw9fpyVa9akeDmTRo2i95AhuDg7UzcggBdhYRw9cYLPevZM1udCfFxuPXpE9bFjuRUUhLuDNaNm9CCXv7+hyxLigyY5njTJcclxkTJ7T56kyYwZRMXEUDa/O4MWj8A2l1zCRYj0JDmeNMlxyXGRfEopJv3f/zFl0yYA2tQtTYupgzGxkQZ6RpMm+vuIjMzU69l74ABuBQtiYmKCo4MDvkWLsnjWLDq1aaP7xVSj0bB7yxbGTptGl/79CX78GFcXF6pWrEgOZ2cAqlWuzNa1a5k6Zw6zFi7EztaWqhUrptnTK160KId+/JGx06ZRpV49lFLkyZWLVk2b6qZZs2wZ3QcMwK9BA3I4OzNt7FjGz5jxXuudOnYsztmzM3PBAm7cuoWDvT2lfH0ZM3hwipfVpH59Fs2cydylSxk4ejQ+3t6sWbqUapUrv1eNifEtVoz506cze9EiRk+ZQtWKFZk5fjwdX7u5SXJ0atOGyMhIFqxYwbDx48meLRstGjUCkve5EB+X64GBPHz6BA9HG0bN7ol31WqGLkmI9yc5niYkx1NGclwYwh9XLhMVE0P5Ap4MWDwcG2+fd88kRGaXETn+HuuQHH87yXHJcZE8cVotv184D0D7+mVpOnkgptJANwiNir8o00csNDQUe3t7QjZtws7KSm9cpIkJN11c8PHywiL+2lwvX8Lu3ZCM05fSjL091KsH7/FrrxAZLTI6mpt37+ITFIRFbKyhyxHvIfDSX2w4dRjLgDJ4Va5q6HI+OMFPg+lWsRshISHY2ckGUUroMnz2bOwKFdIbl2iGg+S4EMkkOf5hiIuJ5tbJX1h1+Swl+7bBxkMuDZDWbjy8waDqgyTHU0GX48uXY+fpqTcu0+S4ZLjIoiTHPwyRL55z/o+f2PD0AVUG98DEysbQJX1QIsIiaF2mdbIyXI5ETw1Ly1chGh2dces0M5PQFkJkqCv376OUwi70IZdCruLeKgCbQsUNXZYQ709yXAjxETj499+U9slF8PmjXDAP4ZOBHTF3cXv3jEK85v79+4wcOZI9e/YQERFB3rx5WbNmDWXKlAFeXWZg4sSJfPHFFzx//pxKlSqxYsUK8uXLl35FZXSOS4YLITKYUopdf/2Ff/483Dh7kBteFlTpJA10Q5MmempZWkqQCiE+WJfu3aP62LEQF8OcNtUwqVsBm4LFDF2WEGlHclwI8QHbeuQIbebOpayXK0M6VkVTvbo00EWKPXv2jEqVKlG9enX27NmDs7MzV69exdHRUTfN559/zuLFi1m3bh0+Pj6MHz+e2rVrc+HCBSwsLNKvOMlxIcQHSinF4C+/ZNHOnXQvV4yarcphVj0AY0urd88s0pWRoQsQQgiRuZy/c4dqY8YQ+OwZlubGRFT2xVoa6CIRhw8fpmHDhri7u6PRaPj+tZs3xcTEMHLkSIoVK4a1tTXu7u507NiRBw8e6C3j6dOntGvXDjs7OxwcHOjWrRthYWEZ/EyEEOLDsenwYdrMnUucVouFgznagGrSQBepMnv2bLy8vFizZg2ffPIJPj4+1KpVizx58gCvGj0LFy5k3LhxNG7cmOLFi/PNN9/w4MEDvW0CIYQQyaOU4rNVq1i0cycAmpz20kDPRKSJLoQQQuefW7eoPnYsj54/J08OB0YvHIhb2XKGLktkUuHh4fj6+rJs2bIE4yIiIjh16hTjx4/n1KlTfPfdd1y+fJlG/94wKV67du04f/48+/bt48cff+Tw4cP07Nkzo56CEEJ8UDb8+ivt5s0jTqvFv2Qeei8ehVUOd0OXJbKoH374gTJlyvDpp5/i4uJCyZIl+eKLL3Tjb968SWBgIAEBAbph9vb2lCtXjmPHjiW6zKioKEJDQ/X+CSGEAK1WS98VK1i2ezcaoGerKtQd018a6JmIXM7lXf697+pHf/dVIVJBd99iuX9xlnD25k1qjBvHkxcvyOvqyKgFA3EpWcrQZYlMrG7dutStWzfRcfb29uzbt09v2NKlS/nkk0+4c+cOOXPm5OLFi+zdu5c///xTd23VJUuWUK9ePebOnYu7+3s2fuIzXL6DhEgVyfGsZd2BA3RZvBilFAGl89Jz4UgsnHMYuiyRhd24cYMVK1YwZMgQxowZw59//smAAQMwMzOjU6dOBAYGApAjh/7nLEeOHLpxb5o5cyaTJ09OXgGS40K8F8nxrEOr1dJr+XK+/PlnNECvNn7UHtUPY/N0vCyWSDE5Ev0djJUCpYiWOxkLkWIR0dGg1WKq1Rq6FPEO/9y6hf+/DfT8bk6MWjhIGugizYWEhKDRaHBwcADg2LFjODg46BroAAEBARgZGXHixIn3Xp+pVgta7avvIiFEikmOZx3fHjyoa6DXKiMNdJE2tFotpUqVYsaMGZQsWZKePXvSo0cPVq5cmepljh49mpCQEN2/u3fvJjmt5LgQ70dyPOuIb6AbaTT0aV9dGuiZlByJ/g4mWi1WL18S/OwZpsbGGGk0hi5JiExPKUVEdDRBjx/jEBb26scokal5OjnhbmOFi50ZwxcOwrmYr6FLEh+YyMhIRo4cSZs2bbCzswMgMDAQFxcXvelMTExwcnJK8gi2qKgooqKidI/fdhq4sVI4hIUR9PgxAFZmZmgkx4V4J8nxrKegWw7szM2o4OtN1/kjsMjm8u6ZhHgHNzc3ChcurDesUKFC/O9//wPA1dUVgEePHuHm9t919x89ekSJEiUSXaa5uTnm5ubJWr/kuBCpIzme9ZTycsfESEOfDv74D+klDfRMSpro76AB3EJDuWlmxu3ISEOXI0TWodXiEBaGq9wgMNNTWi0vrp9mYttKhFUsQ7YiRQ1dkvjAxMTE0LJlS5RSrFix4r2WlaLTwEH3HRQUGwtGcgKeEMkmOZ5lxERGYP/kGp9/1gCnZvUxd8xu6JLEB6JSpUpcvnxZb9iVK1fw9vYGwMfHB1dXVw4cOKBrmoeGhnLixAn69OmTJjVIjguRSpLjWUbYk0AqOMQyf3wbvJo1kQZ6JiZN9GQw02rJFxREtLExyC/fQrybUphqtfKLdyZ37NIlTl27RiN3Gy7GPiSuVmWyeec1dFniAxPfQL99+za//PKL7ih0eHUEW1BQkN70sbGxPH36VHd025tGjx7NkCFDdI9DQ0Px8vJKcv0awC0sDJfwcGKMjCTHhUgOyfEsYcXu3RR2d8M1/C7n7aPJ5t8AM4dshi5LfEAGDx5MxYoVmTFjBi1btuSPP/5g9erVrF69GgCNRsOgQYOYNm0a+fLlw8fHh/Hjx+Pu7k6TJk3SpAbJcSFSQXI804uJjWXc+vX0rFKBF/fOctHHhpxVAzAyMzN0aeItpImeTEaARVycocsQQog0ceTCBepOmkRYZCQPW1SmeM8WWOXMbeiyxAcmvoF+9epVDh48SLZs+s2dChUq8Pz5c06ePEnp0qUB+OWXX9BqtZQrVy7RZabkNPDXGSuFseS4EOIDsWDHDoZ89RXWZqbMHdQIlxqNMLN3NHRZ4gNTtmxZtm/fzujRo5kyZQo+Pj4sXLiQdu3a6aYZMWIE4eHh9OzZk+fPn1O5cmX27t2LhUXaHkkpOS6E+FDExMbSZu5c/vf77/xw5CDjxrfERhroWYI00YUQ4iNz6Nw56k+ZQnhkJCV8clCgU2MspYEuUiEsLIxr167pHt+8eZMzZ87g5OSEm5sbLVq04NSpU/z444/ExcXprnPu5OSEmZkZhQoVok6dOrqblMXExNC/f39at26Nu7u7oZ6WEEJkanO3b2f4mjUA1K5UEOfmjTCVBrpIJw0aNKBBgwZJjtdoNEyZMoUpU6ZkYFVCCJE1RcfE0HrOHLYfP46psRENmlfEulpNjEylgZ4VSBNdCCE+Ir+cPUuDqVN5GR1NydyuDFk6DPvc+Q1dlsii/vrrL6pXr657HH+ZlU6dOjFp0iR++OEHgAQ3Fzt48CDVqlUDYMOGDfTv358aNWpgZGRE8+bNWbx4cYbUL4QQWc2sbdsY/c03AHxaw5dWM4bIEehCCCFEFhAVE8Ons2ez848/MDM2YlCf+lTo1QljaaBnGdJEF0KIj8S+06dpNH06kdHRlM7rxuAlw7HzkWugi9SrVq0a6i3XWnzbuHhOTk5s3LgxLcsSQogP0rTNmxm/YQMALWuWoPWMYZjY2r1jLiGEEEIYWmR0NM1nzWL3X39hbmLMoD71KN9TGuhZjTTRhRDiI3AzMJCG06YRFRND2XzuDFwyArtccgkXIYQQIiv4v0OHdA301nVK8em0IZjYSANdCCGEyAoGfvGFroE+pF8DyvXshJGxtGSzGnnHhBDiI5AzmxP9KpbiaOA9Biwajq000IUQQogso75vUar4eJCzkBvNpgzCVBroQgghRJbRv1pF9v91nNad/PmkWwdpoGdR8q4JIcQHTCmFNjaG26cOUr16Xj6p0hErDy9DlyWEEEKId4i/JFZUWAh3//6Vvn0CMA+ojYmVjYErE0IIIcS7KKXQaDQ8f3iTqCdXmDyjA7aV/aWBnoXJOyeEEB+o7ceOsXjnThbXrcAtm3Aiq1XBKoeHocsSQgghxDsopRi+Zg1RkS/pWSQHl9xMMfevIQ10IYQQIgt4ERFBkxkz6FShNIVsIrlaKAe2FapKAz2Lk3dPCCE+QNuOHqX1nDnEabV8nsOExhP7YOHiZuiyhBBCCPEOSikGf/kli3buBMA5XwOK12iPsaWVgSsTQgghxLuERkRQb/Jkjl68yMmrl5g7tzsuFauhMTIydGniPUkTXQghPjCbf/uNdvPmEafVUs3XhwbjemEuDXQhhBAi01NKMWD1apbu2gVA9xaVKN5VGuhCCCFEVhASHk7dyZM5dukStuamDBnWApfqtaSB/oGQJroQQnxANh46RIf589EqhX/JPPRcOByrHO6GLksIIYQQ76DVaum/ahUr9uxBA/RoVYU6o/pJA10IIYTIAp6HhVF70iT+uHIFOwszRoxsSbFWLaSB/gGRJroQQnwgvvnlF7osWoRWKQJK56XHguFYyhHoQgghRKan1WrpvXw5X/z8MxqgVxs/ao3og4k00IUQQohM7+mLF9SaOJGT165hb2nGiNGtKdqimTTQPzDSRBdCiA/Ai4gIhq9Zg1YpapXJS/cFI7FwzmHosoQQQgiRDCeuXOGrffsw0mjo3a4aNYf3wdjcwtBlCSGEECIZvvj5Z05eu4aDpTkjx7ahcLMm0kD/AEkTXQghPgAWRvBFM3/WXr9Cm5mDscjmYuiShBBCCJFMxXI4MqVOBQKdLagxtLc00IUQQogspGupQvx9oSDFm1WiUOOG0kD/QEkTXQghsrDAZ8/IZmnOzZP7ictrQ7tewzBzyGbosoQQQgjxDrFxcTwLC8My9iXXzv9GnnrFKVLVXxroQgghRBbwJDQUOysrnt+9zNV7Z6k/sAm2ZSoauiyRjqSJLoQQWdSSH39k9Lp1rGpeE8uiTih/f2mgCyGEEFlATGws7efP59S1q6xoUpngos5YVQ3AyMzM0KUJIYQQ4h0Cnz3Df9w48jrZMyygCPfL5MW2ZDlDlyXSmZxfIIQQWdDCHTsYsHo14VFRfB94B2rUkAa6EEIIkQXExMbSZu5cthw5wq2gYPYbRUoDXQghhMgiHjx5QrUxY7h49y7Hr1/nrI8LNtJA/yjIkehCCJHFzNu+nWFr1gDQtFoxWs8ciqm9o4GrEkIIIcS7RMfE0HrOHLYfP46psREDe9SmfJ8uGJlKA10IIYTI7O4/eUL1sWO5+uABLrZWjJ7ahVwBNQ1dlsgg0kQXQogsZPb//seodesAaFHDl9YzhmAmDXQhhBAi04uKieHT2bPZ+ccfmBkbMbB3PSr27oyxNNCFEEKITO9ucDDVx47lemAgrnbWjJrRldzSQP+oSBNdCCGyiOlbtjBu/XoAWtYsQesZwzCxtTNwVUIIIYR4l8joaJrPmsXuv/7C3MSYQX3qUb5nJ2mgCyGEEFnA7aAg/CaO4bYmCNdsVoye2h0f/xqGLktkMGmiCyFEFhAXF8cfly4C0Lp2KVpOGyINdCGEECKLeB4ezqU7tzE3MWZIvwaU69kJI2PZFRNCCCGygttBQTw0egI9oGP2ptJA/0gZ9Maihw8fpmHDhri7u6PRaPj+++9142JiYhg5ciTFihXD2toad3d3OnbsyIMHD/SW8fTpU9q1a4ednR0ODg5069aNsLCwDH4mQgiRfiK0Ufz5/ByjquZnSIfqfDpdGuhCCCFEVhGhjeLyi/N83rQcwwc1lga6EEIIkcXkN4nks4BSALiVKmPgaoShGLSJHh4ejq+vL8uWLUswLiIiglOnTjF+/HhOnTrFd999x+XLl2nUqJHedO3ateP8+fPs27ePH3/8kcOHD9OzZ8+MegpCCJFulFLsOH6cM48vUOH2eA7lCKPy4B6Y2kgDXQghhMjswiMj2Xf6NH/e+5Nqjz/nUnEbynRpLw10IYQQIgu4+uAB5+/c4eGFP7n49ApOAWUNXZIwMINuwdWtW5e6desmOs7e3p59+/bpDVu6dCmffPIJd+7cIWfOnFy8eJG9e/fy559/UqbMq1+ClixZQr169Zg7dy7u7u7p/hyEECI9KKUYuXYtc7Zvp061XFANTMqWx8TKxtClCSGEEOIdwl6+pMHUqfx2/jx9PvWFwmDpW1oa6EIIIUQWcPnePaqPG0dMdBRz21bDvF5FrFys4KqhKxOGZNAj0VMqJCQEjUaDg4MDAMeOHcPBwUHXQAcICAjAyMiIEydOJLmcqKgoQkND9f4JIURmoZRi6NdfM2f7dgDM3G0BMLGwMmRZQgghhEiGFxER1J08mUPnzmFpakJMPmcAjIykgS6EEEJkdhfu3MFvzBgePn2KraUJkZV8sS5YzNBliUwgyzTRIyMjGTlyJG3atMHO7tWlDAIDA3FxcdGbzsTEBCcnJwIDA5Nc1syZM7G3t9f98/LyStfahRAiuZRSDPziCxbs2AFA9xaVqNqjrYGrEkIIIURyhEZEUHvSJI5cuICNuSkjRragYL06hi5LCCGEEMlw7vZtqo8dy6Pnz8nt4sCoBZ/hXq68ocsSmUSWaKLHxMTQsuX/s3fn4TGeixvHv0lGtklkX4mdWkssDbETO6Voq1VLKV0sRa1JaIpQulCq+4ZW9+W0Pa0uWnoIWooWtdQaSyIR2Ua2Seb3h5+0KSohyWS5P9eV6zTvzLxzz3XwzNzzPs9zFxaLhRdffPGmzzdnzhxSUlLyf2JjY4shpYjIzcnLy2PCSy+x8ssvsQHG392BvhGTsHNwtHY0ERERuY7k9HR6zpvH1gMHqOpoz+zZd9PinruxsSkXH7lEREQqtd+OHaNrRATnUlKo5+fBnOWTCWh9m7VjSRlS5ucUXi7QT5w4wQ8//JB/FTqAv78/586dK3B/s9lMUlIS/v7+1zyng4MDDg4OJZZZRORGTHrlFV78+mtsgAeHdaLnrEcwODlDhrWTiYiIyL8xZWbSY948dvz5J1Ud7ZkVfjdNhw7BxlYFuoiISFm37+RJukZGkpSWRoMAT2Yum4xvi5bWjiVlTJl+V3e5QD98+DDff/89Xl5eBW5v164dycnJ7Ny5M//YDz/8QF5eHiEhIaUdV0TkpoTUqoHB1paH7+tCrzkTLxXoIiIiUuY5OzjQItAXdycH5kTeqwJdRESkHKnu6UktNxduCfRk1vIpKtDlqqx6JXp6ejp//vln/u/Hjh1j9+7deHp6EhAQwNChQ/n111/58ssvyc3NzV/n3NPTE3t7exo1akTv3r0ZN24cL730Ejk5OUycOJFhw4YRGBhorZclIlJk6RfiaeFsYvnj91Bt0EAt4SIiIlKOnD9+gNG3BdFsSHNq9eilAl1ERKScsOTlkXJ4J5HDQklu2wLvps2tHUnKKKuW6Dt27KBr1675v0+bNg2AUaNGERUVxeeffw5AixYtCjzuxx9/pEuXLgC88847TJw4ke7du2Nra8uQIUNYsWJFqeQXEbkZ5txcItauZUzHEDJO7+VATSPVOnVTgS4iIlIOnEtO5smPP2Z6p9s4Hvc7J1rUpnbrUGvHEhERkULYduAAMQcOcGcNd/4wnyUnrD3etepZO5aUYVYt0bt06YLFYrnm7f9222Wenp6sW7euOGOJiJQ4c24uI559lvf+9z8+3LiBJx6/i6qdw7C1t7d2NBEREbmO+AsX6BYZyf7YWI4e28vdc4bhGqzlJEVERMqDLfv30+eJJ0jLyCDhjlBaPDQU55oq0OXflfmNRUVEKpocs5nhzzzDh1u2YLC1ZdCQtlTt2ksFuoiISDlwNimJbpGRHDh1Ch8XJzqN7omLCnQREZFy4ae9e+k7fz6mzEya1/Kl0eiBKtClUFSii4iUouycHIY99RSfbttGFTtbJo/rRYcJY7GtogJdRESkrDt9/jzdIiM5dPo0vq7OzFlwP3V797J2LBERESmEjb//Tr/587mYlUWL2v5MW/EY7vVvsXYsKSe0442ISCnJyslh6JIlfLptG/Z2tkx5qC8dJozFTgW6iIhImRebkEDnOXM4dPo0/lWNhC8eqwJdRESknNiwZw99n3iCi1lZtKwbwGOrpl+3QDelGUiMu/qeZYlxjpjSdG1yZaISXUSklMx4802++Pln7O1smfpIP0IfGq0CXUREpBzIy8tjwMKFHImLI8DNyJzFD1AnrIe1Y4mIiEghxCYk0H/BAjKys2ldP5Bpq2biVqfBvz7GlGYg6oEQwkeEknC2YJGecNaR8BGhRD0QoiK9ElGJLiJSSiZ2CaWBjwePTRxAu4fuV4EuIiJSTtja2vJE7y7U9XVnzuJx1O7e3dqRREREpJAC3d2Y1qkNtzWoxtSVM6laq+51H5NhMpCS5EBcrJGIkaFciHcB4EK8CxEjQ4mLNZKS5ECGSSV6ZaH/p0VESpDFYsHGxoaU+JOknt3L3AXDce3YDVs7/fMrIiJS1l0ex+MO7MDdLZMnVj1K1WatrB1LRERECsFisZBnzuHkro2EdqhF80734hQYVKjHevtnEr0mJr8wXzVhKPR+g1WvDOX8GSP+QSai18Tg7Z9Zwq9CygpdiS4iUkJMmZn0nDePlz79gMMHt3KoobcKdBERkXLi8JkztJwyhQ0bvuSPpEOcua2RCnQREZFy4j/bttFh1iz2xqxnn+ECF7t2KHSBfplPwKUi3T/IxPkz7vBGDOfPuOcX6D4BKtArE5XoIiIlID0jg37z5/P9nj3MWPc+v1Z3xRjaRQW6iIhIOXDw1Ck6h4ez+9gxHvv0U+JCmuLSuIW1Y4mIiEghfBITw9AlS4g5cIAlO38ms1snHP2q3dC5fAIymbpkV4FjU5fsUoFeCalEFxEpZmkXL9LniSfYtHcvRnsD0x8bjF+PnirQRUREyoH9J0/SOTycs0lJ1PZx4+EF43BpdKu1Y4mIiEghfLB5M3ctXYo5N5dOt9Zi4LyHcPANuOHzJZx1ZNms4ALHls0KvmKzUan4VKKLiBSj1IsX6RUVxeb9+3FxqMKMmXcSfN89KtBFRETKgb0nTtA1IoL45GTq+Loz+9mJBIa0LfJ5TGkGEuOu/uE6Mc4RU5reF4iIiBS3dZs2cc/TT5Obl0eX5rV5ZOVsnAOr3/D5Es465q+J7h9kYsm6zfgHmfI3G1WRXrmoRBcRKSbJ6en0nDePrQcOUNXRnlmz7iL43ruxsdU/tSIiImXdb8eO0TUignMpKdTz82DO8skEtAkp8nlMaQaiHgghfMSVH64TzjoSPiKUqAdCVKSLiIgUo7U//siIZ58lLy+P7i3r8tCK2Tj7Bd7w+RLjChbo0WtiaNTyQv4a6ZeL9Gt9aS4Vj5odEZFisnbjRrYfOnSpQA+/m1uH3akCXUREpJyIevddElNTaRDgyeznHsWvZesbOk+GyUBKkkP+h+sL8S4AXIh3yf8wnpLkQIZJJbqIiEhxMGVmMmf1avIsFsJa1ePB52bj7HfjS7gAOBnNuHlmXbGJ6N83G3XzzMLJaC6OlyDlgN65iYgUk3ua1WN3u6bU79eaxoMHqUAXEREpJyx5eSwKC8Gcc55BM0fg07zFDZ/L2//Sh+vLhfmqCUOh9xusemUo58/8dTWbt782JBMRESkO9uTx6uDuvHZoP8MWT8XRy/emz2l0NRP12nYyTIYrxmyfgEwWrY3ByWjG6KoSvbJQwyMichPOp6aSmZ3N+RMHOHTyV7o90lcFuoiISDlx5vx5LHl5xO75Hyc5x/CFD95UgX7Z369SO3/GHd6I4fwZ9yuuZhMREZEbd+b8eXIyL3Js5/dk1nbk3iWPFUuBfpnR1XzNL729/TNVoFcyanlERG7QueRkukZEMGBeJL8f/YXjzWtRtU0HFegiIiLlwLYDB2g0YQKzVjzFHzlnSO7QBufaDYrt/D4BmUxdsqvAsalLdqlAFxERKQar/vtf6j34IO98vJq9btnkde+GvYe3tWNJBaamR0TkBsRfuEDXiAh+P3GCXSdOsLuGN66tQ60dS0RERAoh5o8/6Pn446RevMj6Pw+R2K4lTrXqFetzJJx1ZNms4ALHls0KvmKzURERESmaFV98wcSXXyYjO5sv4k9B9+7Yu3tZO5ZUcCrRRUSK6GxSEl0iItgfG4uPixPhC0ZTt08fa8cSERGRQvjfvn30evxx0jIyaF7Ll+krp1O17i3F+hwJZx3z10T3DzKxZN1m/INM+ZuNqkgXERG5Mcv+8x8effVVAO7o3JR7n3yMKm4eVk4llYFKdBGRIjh9/jxdIiI4cOoUPq5OzF4wmvp9VaCLiIiUBxt//53eUVGkZ2bSorY/j62cgcctjYr1ORLjChbo0WtiaNTyQv4a6ZeL9MQ4FekiIiJF8dQnnzDt9dcBGNLtVoYvnYG9u6eVU0lloRJdRKSQTiUm0iU8nEOnT+NX1ZnwRQ9QX1egi4iIlAsb9uyh7xNPcDEri5Z1/Xls1XTc6xfvFegATkYzbp5ZV2wi+vfNRt08s3AyajMyERGRwlr84YfMfOstAO4Ma849ix/DXlegSykyWDuAiEh5cSYpibikJPzdjMxZ9AC1u3e3diQREREppAOxJ8nIzqZVvQCmPj+TqrXqlsjzGF3NRL22nQyTAW//gpuI+gRksmhtDE5GM0ZXlegiIiKFkZeXx6+HDwFwd49g7l70GAbXqlZOJZWNSnQRkUKqaUlnyZ0dyQ1tSq1u3awdR0RERAopNyebvr6ORN7diUb3D8a1Vp0SfT6j67VL8n8W6yIiIvLvcjLSiQy9hZoNnAmdPBaDiwp0KX0q0UVE/sWRs2dJuXiRwJxkDiYdwuOOjrg0CbZ2LBERESmEH/bsoVlQddL/3Ml+wwWaP3wPDv7VrB1LRERErsNisfDp1q30btKQ479t5HCggdB7x1JFBbpYiUp0EZFrOHzmDN0iI0k3pfPUsM4YB7THpXELa8cSERGRQvjPtm3cuXQpDbw9mDu6C7Y9uuHopwJdRESkrLNYLMxevZqln3zC0FvrM3REe+y7hWFwdrF2NKnEtLGoiMhVHDx1ii7h4ZxKTMTN2R5zp2AV6CIiIuXEJzExDF2yhByzGU9vJyw9u6pAFxERKQcsFgvT33iDpZ98AkDVOt7Yd++pAl2sTleii4j8w4FTp+gaEUHchQvU9nFj1tMTCAxpa+1YIiIiUggfbt7MPU8/TW5eHp1urcUjy2fiHFjd2rFERETkOiwWC1Nfe43nvvgCgLFDQukfORk7J2crJxNRiS4iUsC+kyfpHhlJfHIydXzdmfXMBALahFg7loiIiBTCez/9xH3PPktuXh5dmtfmoRWzcPYLtHYsERERuQ6LxcKkl19m1VdfATDuzg70DZ+oAl3KDC3nIiLy/w6dPk3XiAjik5Op6+fO7GWTrVagm9IMJMY5XvW2xDhHTGn6DlREROTvPtqyheHPPENuXh7dguvy0IrZKtBFRETKiUdffZVVX32FDfDgsI70UYEuZYxKdBGR/1fN05N6nlWp5+/BnOVT8G/V2io5TGkGoh4IIXxEKAlnCxbpCWcdCR8RStQDISrSRURE/qZJtUB8jE70aFXv/wv0AGtHEhERkUIKrVMTeztbHrq3C73nTMKgAl3KGDUwIiKAJS+PC4d2MntICAmtm+HbIthqWTJMBlKSHIiLNRIxMpTxK04AcCHehSWTQ4mLNebfz+hqtlpOERGRssKclYndmX0smtAH1/69cfTxs3YkERERKSTThQQa26ey/PF7CRh4O3YOV5+VLWJNuhJdRCq1Xw4fZuH77xO753/sz4olo3tbqxboAN7+mUSvicE/yERcrJFVE4bCyXasmjCUuFgj/kEmotfE4O2fadWcIj/99BMDBgwgMDAQGxsbPvvsswK3WywW5s2bR0BAAE5OToSFhXH48OEC90lKSmL48OFUrVoVd3d3xo4dS3p6eim+ChEpz1795hs+j9nC0R3fss81A7dB/VSgi4iIlAO5ublMf+MN9h7ay5HfN7K/plEFupRpKtFFpNLaduAAYXPnMvedd1j+y/9I7tAG59oNrB0LAJ+Av4r082fc4Y0Yzp9xzy/QfQJUoIv1mUwmmjdvzqpVq656+9KlS1mxYgUvvfQS27dvx2g00qtXLzIz//rzO3z4cPbt28d3333Hl19+yU8//cT48eNL6yWISDn2wldfMX7VKu586mm+zjxHXvdu2Ht4WzuWiIiIXIc5N5cRy5bxzGef0XfhYn4LdMSpc5gKdCnTVKKLSKUU88cf9Hz8cVIvXqRZDR+aP3AHTrXqWTtWAT4BmUxdsqvAsalLdqlAlzKjT58+LFy4kDvuuOOK2ywWC8uXLycyMpKBAwdy6623smbNGs6cOZN/xfoff/zB+vXree211wgJCaFDhw6sXLmS9957jzNnzpTyqxGR8mTll18y4aWXAOjd7haqDRuEvbuXlVOJVCxRUVHY2NgU+GnYsGH+7ZmZmUyYMAEvLy9cXFwYMmQI8fHxVkwsIuVBjtnM8Gee4d2ffsJga8PQO0NxDeuFrb29taOJ/CuV6CJS6Wzev59ejz9OWkYGzWv5Mn3ldDwbNrF2rCsknHVk2ayCS8ssmxV8xWajImXRsWPHiIuLIywsLP+Ym5sbISEhbN26FYCtW7fi7u5O69Z/beIbFhaGra0t27dvv+p5s7KySE1NLfAjIpXLsv/8h8mvvALAoM5NGfn0TBx0BbpIiWjSpAlnz57N/9m8eXP+bVOnTuWLL77gww8/ZNOmTZw5c4bBgwdbMa2IlHU5ZjP3PP00H2zejMHWlkfH9aLzpHEq0KVcUIkuIpXKpr176R0VRXpmJi1q+/HYyhl43NLI2rGukHDWkYiRoflroC9Ztzl/jfSIkaEq0qXMi4uLA8DPr+DaxH5+fvm3xcXF4evrW+B2g8GAp6dn/n3+afHixbi5ueX/BAUFlUB6ESmrnv70U6a9/joAQ7o2476lM7B397RyKpGKy2Aw4O/vn//j7X3pC6uUlBRef/11nn32Wbp160arVq148803iYmJYdu2bVZOLSJlUXZODnctXcrHMTFUsbNl6oN96DDxARXoUm6oRBeRSiP+wgX6zZ+PKTOTlnX8eWzVDNzr32LtWFdIjCtYoEeviaFRywsFNhuNGBlKYpyKdKl85syZQ0pKSv5PbGystSOJSCn56JcYZqx/E6rAnd2bc8+T07F387B2LJEK7fDhwwQGBlKnTh2GDx/OyZMnAdi5cyc5OTkFZpw1bNiQGjVq5M84uxrNKBOpvMLXruWzbduwt7Nl6sP9CH3kfuyqqECX8kMluohUGj5VXQnv3o7W9QOZ9sIs3OqUjU1E/8nJaMbNM+uKTUT/vtmom2cWTkazlZOKXJu/vz/AFWujxsfH59/m7+/PuXPnCtxuNptJSkrKv88/OTg4ULVq1QI/IlI5BNRyhgehR78G3PPkDBXoIiUsJCSEt956i/Xr1/Piiy9y7NgxOnbsSFpaGnFxcdjb2+Pu7l7gMX+fcXY1mlEmUnk90rktjf09mTphAO0eHKUCXcodg7UDiIiUtLy8PLDkcWLnjzRvHUDdqYNxrl7T2rGuyehqJuq17WSYDHj7F9xE1Ccgk0VrY3AymjG6qkSXsqt27dr4+/uzYcMGWrRoAUBqairbt2/n4YcfBqBdu3YkJyezc+dOWrVqBcAPP/xAXl4eISEh1oouImWIxWLBYrGQk5HO2UO/gBP0nDQCg6u+QBMpaX369Mn/71tvvZWQkBBq1qzJBx98gJOT0w2dc86cOUybNi3/99TUVBXpIhVYXl4etra2pMSf5MKp35gTdS+uHbtha6c6Usof/akVkQrtv7/8QtS77/LS7Z2Jq5rJxU7tcQ4s+2/Uja7XLsn/WayLWEt6ejp//vln/u/Hjh1j9+7deHp6UqNGDaZMmcLChQupX78+tWvXZu7cuQQGBjJo0CAAGjVqRO/evRk3bhwvvfQSOTk5TJw4kWHDhhEYGGilVyUiZYXFYmHuO+9w/OxpZt1Wl6O+NpABBicXa0cTqZTc3d1p0KABf/75Jz169CA7O5vk5OQCV6P/fcbZ1Tg4OODg4FAKaUUqphSTgbQMA9W9r/xMeCrREVcnM25lZMbyxawsBkVH079ZI0J9bTjU0BvX0C4q0KXcuunlXHJzc9m9ezcXLlwojjwiIsXm8+3buWPxYnb8+SeLt28lo0sHHMtBgS5Smm5mHN+xYwfBwcEEBwcDMG3aNIKDg5k3bx4AM2fOZNKkSYwfP542bdqQnp7O+vXrcXT8az3/d955h4YNG9K9e3f69u1Lhw4deOWVV4rnxYlIuWWxWJizZg3RH3zAO//bwrupcdi20QwVkaIqzs/r6enpHDlyhICAAFq1akWVKlXYsGFD/u0HDx7k5MmTtGvX7qafS0SulGIy0DsqhM7hocQmFNwfKzbBkc7hofSOCiHFZP2S2pSZSf/58/lu927C3/+QHdWcMapAl3KuyCX6lClTeP3114FLA3Lnzp1p2bIlQUFBbNy4sbjziYjckE+3bmXIk0+SYzbTvkkNhsx/BAf/ataOJWJ1xTmOd+nSJX+phb//vPXWWwDY2Ngwf/584uLiyMzM5Pvvv6dBg4J7EXh6erJu3TrS0tJISUnhjTfewMVFV5mKVGYWi4UZb77Jko8/BmD0wLa0eXg0BkdnKycTKfuKc5yfPn06mzZt4vjx48TExHDHHXdgZ2fHPffcg5ubG2PHjmXatGn8+OOP7Ny5k/vvv5927drRtm3bEnhlIpKWYeBcigNH44x0ifirSI9NcKRLRChH44ycS3EgLcO6RXXaxYv0feIJfvz9d4z2Bh6bOpiAXn1VoEu5V+QS/aOPPqJ58+YAfPHFFxw7dowDBw4wdepUIiIiij2giEhRfbh5M3cuWYI5N5dOzWoxaeVsXKrVsHYskTJB47iIlGUWi4Wpr73GM599BsCYwaEMjJqCwVlfrokURnGO86dOneKee+7hlltu4a677sLLy4tt27bh4+MDwLJly+jfvz9DhgyhU6dO+Pv788knnxT7axKRS6p7Z7IxOoY6/qb8Ij3mD4/8Ar2Ov4mN0TFXXeqltKRevEifJ57gp337MNpXYcaMobQada8KdKkQilyiJyYm5q9x9tVXX3HnnXfSoEEDxowZw++//17sAUVEiuK9n37inqefJjcvjy7Na/PI87NxDqxu7VgiZYbGcREpqywWC5NefpnnvvgCgAeGtmfA3MnYOekKdJHCKs5x/r333uPMmTNkZWVx6tQp3nvvPerWrZt/u6OjI6tWrSIpKQmTycQnn3zyr+uhi8jNC/IpWKS3n9WhQIEe5GO9Aj3FZKLX44+z5Y8/cHWowsxZdxI8fBg2tje9krRImVDkP8l+fn7s37+f3Nxc1q9fT48ePQC4ePEidnZ2xR5QRKSwMrOzCV+zhty8PLoF1+WhFbNx9tPmhCJ/p3FcRMqqvSdO8Oq332IDjL+7I30jJqlAFykijfMiFV+QTyZrp+4qcGzt1F1WLdAB3vvf/9h28CBVHe2ZNftuWtxzlwp0qVCKPJ/i/vvv56677iIgIAAbGxvCwsIA2L59Ow0bNiz2gCIihWWw5PHa4O68sO837l40BUcfP2tHEilzNI6LSFlV18OFZwZ0ZJ9jHj1nPoxBBbpIkWmcF6n4YhMcGbEsuMCxEcuCrX4l+pBGtdjVoRk1e7WkyZA7VKBLhVPkEj0qKoqmTZsSGxvLnXfeiYODAwB2dnbMnj272AOKiFzPqcRE/F1dOLbje1KDDNwz6jHsPbytHUukTNI4LiJlSW5uLvHJybjZ5nHkt434dG1Ar87dsXNwtHY0kXJJ47xIxfb3TUTreCWz9nxfRnh9xdE4d7pEhJZ6kX4+NRUnBwcy4o7x58lddBrfB5fWoSrQpUK6oZX9hw4dCkBm5l9/MUeNGlU8iUREiuCV9euZ/OqrPHd7V3xb+pHXrasKdJHr0DguImVBbm4u969YwQ97dvPK4M6k3eqHgwp0kZumcV6kYjqV6FhwE9HxHxE0fysbJ3xEl1fuyd9sdNOi0tlcNCElhbC5c/GwN/B43xacbV0Pl5ZtVaBLhVXkP9m5ubksWLCAatWq4eLiwtGjRwGYO3cur7/+erEHFBG5lhe/+ooHX3iBrJwcvo4/RV73birQRa5D47iIlAXm3FxGLl/O2h9/JO5CMj/YZKhAFykGGudFKi5XJzO+bll/bSLqkQ5AkEd6/majvm5ZuDqZSzxL/IULdI2I4Lfjx/n91Cl21/DGVVegSwVX5D/d0dHRvPXWWyxduhR7e/v8402bNuW1114r1nAiItey8ssveeSllwAY0KExI56eib27l5VTiZR9GsdFxNpyzGaGP/MM6zZtwmBrw6SxPeg4aZwKdJFioHFepOJyM5pZH7WdTYuuXLIlyCeTTYtiWB+1HTdjyZbocRcu0DUykn0nT+JldCJ8wWjq9e1bos8pUhYUuURfs2YNr7zyCsOHDy+wu3fz5s05cOBAsYYTEbmaZf/5D5NfeQWAQZ2aMurpmdi7e1o5lUj5oHFcRKwpx2zmnqef5oPNmzHY2jL5gV50mTwe27+VfSJy4zTOi1RsbkbzNZdqqe6dWeIF+pnz5+kSHs4fsbH4ujoTvmA0DfqpQJfKochrop8+fZp69epdcTwvL4+cnJxiCSUici1Pf/opM958E4DBXZtx75PTsXfzsHIqkfJD47iIWEt2Tg53P/UUn23bRhU7Wx4d34f2j9yPbRUV6CLFReO8iJSUU4mJdIuM5PCZM/hVdWb2gjHU7dXT2rFESk2Rr0Rv3Lgx//vf/644/tFHHxEcHFykc/30008MGDCAwMBAbGxs+OyzzwrcbrFYmDdvHgEBATg5OREWFsbhw4cL3CcpKYnhw4dTtWpV3N3dGTt2LOnp6UV9WSJSDlgsFvYdPwbAnd2bq0AXuQHFOY6LiBTFxawsjp4+hb2dLVMf7kf7R+7HTgW6SLHSOC8iJSUhJYVzF5LwdzMSvugBFehS6RT5SvR58+YxatQoTp8+TV5eHp988gkHDx5kzZo1fPnll0U6l8lkonnz5owZM4bBgwdfcfvSpUtZsWIFq1evpnbt2sydO5devXqxf/9+HB0vrZk4fPhwzp49y3fffUdOTg73338/48ePZ926dUV9aSJSxmVfTOOxljXxDepG20ljMLhWtXYkkXKnOMdxEZGisL14gWcHhLDRKY9Wo4erQBcpARrnRaSkBJpTWHpXJzJDGlG7W3drxxEpdUW+En3gwIF88cUXfP/99xiNRubNm8cff/zBF198QY8ePYp0rj59+rBw4ULuuOOOK26zWCwsX76cyMhIBg4cyK233sqaNWs4c+ZM/hXrf/zxB+vXr+e1114jJCSEDh06sHLlSt577z3OnDlT1JcmImWQxWLhoy1bMKVe4MiuDfzhb0vIZBXoIjeqOMdxEZHrycjK4j/btpESf5LDf2wh/tZAWo8ZoQJdpIRonBeR4nQ0Lo6fDx0i7sBODiQewPX29irQpdIq8pXoAB07duS7774r7iwFHDt2jLi4OMLCwvKPubm5ERISwtatWxk2bBhbt27F3d2d1q1b598nLCwMW1tbtm/fftVyXkTKD4vFwrx33mHhBx/Qr1EdRo3pjF3X7lRxUYEucjNKYxwXEbmYlcXAhQv5fs8e5vS4jaZ3tcUY2gVbuxv6CCIihaRxXkSKw59nztAtMpLk9DSeHtYF19vb49K4hbVjiVhNmX0HGxcXB4Cfn1+B435+fvm3xcXF4evrW+B2g8GAp6dn/n2uJisri6ysrPzfU1NTiyu2iBQTi8VC+Jo1PPnxxwB41vPC0L0HBmcXKycTERGR6zFlZjJgwQJ+/P13nKoYMLQIUoEuIiJSThw6fZpukZGcPn+eGl5VMXdsoQJdKr0iv4u1tbXFxsbmmrfn5ubeVKDSsHjxYp544glrxxCRa7BYLMx86y2e/vRTAEYPbMvtj09WgS5SDCrCOC4iZVt6Rgb95s/np337MNobeGzqYFqOHKYCXaQUaJwXkZt14NQpukVGcjYpiZreVZn99ASqtW1n7VgiVlfkd7Kf/n+pdVlOTg67du1i9erVxVpM+/v7AxAfH09AQED+8fj4eFq0aJF/n3PnzhV4nNlsJikpKf/xVzNnzhymTZuW/3tqaipBQUHFll1EbpzFYmHa66+z/PPPARgzOJQBcydj5+Rs5WQiFUNpjeMiUjmlXbxInyeeYMsff2C0r8KMGUNoce9dKtBFSonGeRG5GftPnqRbZCTxycnU9nFj1tMTCAxpa+1YImVCkd/NDhw48IpjQ4cOpUmTJrz//vuMHTu2WILVrl0bf39/NmzYkF+ap6amsn37dh5++GEA2rVrR3JyMjt37qRVq1YA/PDDD+Tl5RESEnLNczs4OODg4FAsOUWkeM186638Av2Boe3pFzFJBbpIMSqtcVxEKp+snBx6RUWx9cABXB2qMH3mnbS45y5sbG2tHU2k0tA4LyI36s8zZ+gSEUFCSgp1fN2Z9exEAlrfZu1YImVGsb2jbdu2LRs2bCjSY9LT09m9eze7d+8GLm0munv3bk6ePImNjQ1Tpkxh4cKFfP755/z++++MHDmSwMBABg0aBECjRo3o3bs348aN4+eff2bLli1MnDiRYcOGERgYWFwvTURKUcf6tXE02DH+7o70VYEuUmpuZBwXEfk7hypV6FyvJlUd7Zk1+24V6CJliMZ5Ebmeap6eNPb1pL6/B+HPTVGBLvIPxTKvMiMjgxUrVlCtWrUiPW7Hjh107do1//fLS6yMGjWKt956i5kzZ2IymRg/fjzJycl06NCB9evX4+jomP+Yd955h4kTJ9K9e3dsbW0ZMmQIK1asKI6XJSKl7GJKIrXzElg29x78bu+PQQW6SKm40XFcROTvzp88yMCGHgT1fIDqYT1VoIuUERrnReR6LHl5nD/wC9MHteJc61vxad7C2pFEypwil+geHh4FNiqxWCykpaXh7OzM22+/XaRzdenSBYvFcs3bbWxsmD9/PvPnz7/mfTw9PVm3bl2RnldEyo7c3Fxmr1nDvSGtsUs4wP4aTvh3CcPOwfH6DxaRIivOcVxE5HxqKnPfeYfZ3dtzJn4fx26tQfXWoSrQRaxE47yIFMWOw4f5/OefeaBxdQ7mnMHUrS0+tRtYO5ZImVTkEn3ZsmUFBmVbW1t8fHwICQnBw8OjWMOJSMWWm5vLmBUrWPPjj7z9/TcsffweXFWgi5QojeMiUlwSUlIImzuX344f5+DRvYyJvAfXVirQRaxJ47yIFNbPhw7Rc948Ui5eJLlPazo8ei/OtepZO5ZImVXkEn306NElEENEKhtzbi6jli9n3aZN2NnYcNfQUFx79FKBLlLCNI6LSHE4l5xM97lz2XviBF5GR3qP7U3VNh2sHUuk0tM4LyKFsfXAAXpHRZF68SJNgnxoOX4wTirQRf5VoUr03377rdAnvPXWW284jIhUDubcXEY8+yzv/e9/GGxtmHh/D7o8Oh5be3trRxOpkDSOi0hxir9wgW6RkeyPjcXL6MSc+aNo0K+vtWOJVFoa50WkKLbs30/vqCjSMzNpVsOXx1ZMxbNhE2vHEinzClWit2jRAhsbm39dvxwurWGem5tbLMFEpGLKMZsZ/swzfLhlCwZbWyY/0JNOEx9QgS5SgjSOi0hxOZuURLfISA6cOoWPixOz54+mft8+1o4lUqlpnBeRwvpp7176zp+PKTOT5rX8mLbiMTwaNLR2LJFyoVAl+rFjx0o6h4hUEk+89x4fbtlCFTtbJo/rTYcJY7CtogJdpCRpHBeR4mCxWBj65JMcOHUKX1dn5iy4n7q9e1k7lkilp3FeRAojMTWV/gsWYMrMpEVtf6ateAz3+rdYO5ZIuVGoEr1mzZolnUNEyrkUk4G0DAPVvTOvuO1UoiOuTmbcjGYe7BjCl5t/pOcdIYQ+NBo7FegiJU7juIgUBxsbG+b37cojF+J5ZO591AnrYe1IIoLGeREpHE+jM/N6tOf9/ft4dMVjuNVpYO1IIuVKkTcWvWz//v2cPHmS7OzsAsdvv/32mw4lIuVLislA76gQzqU4sDE6hiCfv4r02ARHuoSH4uuexQcTPuHciZ3MnHsXzh26qkAXsSKN4yJSWLm5udjZ2RF/aBeGKhd4fOVkXG9tZe1YIvIvNM6LyGW5ubnYYOHEzh9pFOzLjEcH4lRNX76JFFWRS/SjR49yxx138PvvvxdYd83GxgZAa6yJVEJpGQbOpThwNM5Il4jQ/CI9NsGRzuHtOBZvJDk9jd/37iG5pRfGjl2xtbvh7/BE5CZoHBeRojgWF8ft0dFE9+uGm2sGZ25rhGuTYGvHEpFr0DgvIn/31Y4dRKxdw8sDu5HglsnFzu1xCgyydiyRcsm2qA949NFHqV27NufOncPZ2Zl9+/bx008/0bp1azZu3FgCEUWkrKvuncnG6Bjq+Jvyi/SYPzz+v0B3AY5gymrHsXomFegiVqZxXEQK68jZs3QOD2fviRPM+OQ/nG7TEBcV6CJlmsZ5Ebnsi59/5o5Fi9h97DiLt28lo2tHHFWgi9ywIpfoW7duZf78+Xh7e2Nra4utrS0dOnRg8eLFTJ48uSQyikg5EORTsEhvP6tDfoHuYAhjxtRWVO83QAW6iJVpHBeRwjh85gydw8OJTUykhldVHo0eh2vTltaOJSLXoXFeRAA+27aNIU8+SbbZTGjjIO5aOAEH/2rWjiVSrhW5RM/NzcXV1RUAb29vzpw5A1zazOTgwYPFm05EypUgn0zWTt1V4JiD3f3Meuw2Wo8ergJdpAzQOC4i13Pw1Ck6h4dz+vx5anpXZc7TjxDUvr21Y4lIIWicF5GPY2K4c8kScsxmOjaryeTn5+BSrYa1Y4mUe0VutJo2bcqePXuoXbs2ISEhLF26FHt7e1555RXq1KlTEhlFpJyITXBk+DMtChxzdv2QoB67sLXLsU4oESlA47iI/Jv9J0/SLTKS+ORkavm4MfvpCQSGtLV2LBEpJI3zIpXbB5s3c+/TT5Obl0enW2vxyPKZOAdWt3YskQqhyFeiR0ZGkpeXB8D8+fM5duwYHTt25KuvvmLFihXFHlBEyofYBEe6RIRy/JwL9hxhC6F4u57hQrIfc+/vSMJZR2tHFBE0jovIv3v600+JT06mjq87c56dqAJdpJzROC9SeWXn5DB37Vpy8/Lo0rw2j6ycrQJdpBgV+kr01q1b88ADD3DvvfdStWpVAOrVq8eBAwdISkrCw8Mjf8dvEalcTiVeKtCPxhmp5Z3MPQFjCP19Ky889SWTo4cTF2skYmQoi9bG4O2fae24IpWSxnERuR5LXh4RHZuTmnaK3lPuxq9la2tHEpFC0jgvIrZ5ubx6R1dW7P2NOxdMwtkvwNqRRCqUQl+J3rx5c2bOnElAQAAjR44ssLO3p6enBmSRSiw3LwUv1wxqeSezfHAEzScFs+mjZzCGeBK9Jgb/IBNunlk4Gc3WjipSaWkcF5FrOZmQQF5uLqd/28LR7DPcOW+sCnSRckbjvEjldTYpCXNWJsd2fE9SoC33LJ6qAl2kBBS6RH/99deJi4tj1apVnDx5ku7du1OvXj0WLVrE6dOnSzKjiJRh51NTuWPRLHKzu7L49llc7OCCU4eupDatT66TAz4BmSxaG0PUa9sxuqpEF7EWjeMicjU7Dh+m+eTJjFuygH0ZJ0lq3wrneg2tHUtEikjjvEjlNTA6mhfeeYW9VTPI7d4Ney8fa0cSqZCKtCa6s7Mzo0ePZuPGjRw6dIhhw4bx8ssvU6tWLfr168cnn3xSUjlFpAxKSEmhW2Qku44e5VjCYWIb5mJsHYqNbcF/Wrz9M1Wgi5QBGsdF5O9+PnSIsLlzSTaZ2HrqJPG3Nce57i3WjlWAKc1AYtzV91VJjHPElFbo1SlFKjyN8yKVy0dbtgBgzsvju3OnyOvWFXsPbyunEqm4iryx6GV169Zl4cKFHD9+nHfffZdt27Zx5513Fmc2ESnDziUn0y0ykt+OH8fL6MicqJE0vH3gFQW6iJRNGsdFKretBw7QY948Ui5epEmQD7NWTMOjUVNrxyrAlGYg6oEQwkeEXrFBecJZR8JHhBL1QIiKdJGr0DgvUrGt+u9/WfTRRwB0al6LUc/MVIEuUsJuqu3auHEjo0ePZvTo0eTm5jJu3LjiyiUiZVj8hQt0jYhg74kTeBmdmDN/NA1vH2DtWCJSRBrHRSqnLfv30+vxx0m9eJFmNXyYsXIano3LVoEOkGEykJLkkL9B+YV4FwAuxLsQMTKUuFgjKUkOZJhUootcjcZ5kYrpuc8/Z+LLL3MAmBpcmy7PzcFBBbpIiStyiX7q1CkWLlxIvXr16NatG8ePH+eFF17g7NmzvPTSSyWRUUTKkLNJSXSJiGB/bCw+Lk6ELxhNg359rR1LRApJ47hI5fbT3r30iooiLSOD5rV8mf78DDwbNrF2rKvy9s/M36A8LtbIqglD4WQ7Vk0YSlysEf8gE9FrYvD2z7R2VJEyQ+O8SMX27GefMeW11wDo3bkpHV6Kws5fm4iKlIZCX7bxwQcf8MYbb7BhwwZ8fX0ZNWoUY8aMoV69eiWZT0TKmAvp6SRcSMLX1Zk5C+6nbu9e1o4kIoWgcVxEAE4lJpKRlUWL2v5MW/EY7vXL1hro/+QTcKlIv3TluTu8EcN5yC/QfQJUoIuAxnmRysBisXAw9iQAQ7rdyj2LH8PezcPKqUQqj0KX6Pfddx/9+vXj008/pW/fvthq3WORSskrK4mn7+5McnA96vboYe04IlJIGsdFJC/XTKiLmSeGd6HWvf1wq9PA2pEKxScgk6lLdjHr3g75x6Yu2aUCXeRvNM6LVHzZF9OY3DwIz8DutJkwiipV3a0dSaRSKXSJfurUKXx9fUsyi4iUUSfOneNkQgINqmRzKOEADn1uo26zVtaOJSJFoHFcpPL68bffqOfvh/n4b+y3O88tY4bgGFjD2rEKLeGsI8tmBRc4tmxWsK5EF/kbjfMiFdcHmzfTt1ljYn/bxB++cNvd92NwrWrtWCKVTqG/ntaALFI5HYuLo3N4OL3mzeOjXf/jVOtbcFGBLlLuaBwXqZy+3rmTPk88QeeZM4jJPM3Fzu3LXYF+eRNR/yATS9Ztzl8jPWJkKAlnHa0dUaRM0DgvUvFYLBbmvfMOdy9dyuAFj/ObtwXbbt1VoItYieZ4icg1HTl7li4REZw4dw4vF0csnW/FpVlLa8cSERGRQvjyl18YFB1NVk4Ofr4u2PbqimNgkLVjFVpiXMECPXpNDI1aXiiw2WjEyFAS41Ski4hIxWKxWIh8+20WvP8+AP4NfKnSPYwqLirQRaxFJbqIXNXhM2foEhHByYQEgjxdmfP0w9Ts1MXasURERKQQ/rNtG4MXLybbbCa0URCTV83GJaimtWMViZPRjJtn1hWbiF7ebNQ/yISbZxZORrOVk4qIiBQfi8XC7NWrWfThhwCMvP027pg/VQW6iJUVek10Eak8Dp46RbfISM4kJVHTqyqzn36Eau1CrR1LRERECuGTmBjufuopzLm5dGxak0dWzMIYWN3asYrM6Gom6rXtZJgMePsXXPvcJyCTRWtjcDKaMbqqRBcRkYrBYrEw/Y03ePY//wFgzKB29J83CYOzi5WTiUiRr0SfN28eP/74I5mZ2sRHpCI6Hh9Pl4gIziQlUdvHjTnPTlSBLlKBaBwXqdi+/OUX7lq6FHNuLp1urcWEclqgX2Z0NV9RoF/m7Z+pAl3kHzTOi5Rvc9asyS/Qxw4JZcDjj6pAFykjilyib926lQEDBuDu7k7Hjh2JjIzk+++/JyMjoyTyiUgpq+blRXCAD3V83Zn97EQCQ9paO5KIFCON4yIV263VqxHk5kqX5rV5ZOVsnMtxgS4iRadxXqR863JLPZyqGBh3Vwf6R07GzsnZ2pFE5P8VeTmX7777DrPZzPbt2/npp5/YtGkTK1asICsrizZt2rB58+aSyCkipcCSl8e5P35m0oDmnAlujG+LVtaOJCLFTOO4SMVlzsok+/gunniwJw59wnD2C7B2JBEpZRrnRcqviymJVMs+w7K5d+E74HYV6CJlzA2tiW4wGGjfvj0+Pj54enri6urKZ599xoEDB4o7n4iUgt1Hj7Ju0yYmB9fjj8xYUju2wbdeQ2vHEpESonFcpGJZvWEDthYL7YxZ7DWaMHbtjb2Xj7VjiYiVaJwXKT/y8vKY+dZb3NUmGMekP9lfwwm/LmHYOThaO5qI/EORl3N55ZVXuPfee6lWrRqhoaGsX7+eDh06sGPHDhISEkoio4iUoF+PHKFbZCRPffopCzZ9R1L7VjirQBepsDSOi1Qsr3/7LfevWMHolSv5NPkkud27qUAXqcQ0zouUH7m5uYxduZJnPvuM/oufZJd/FRxVoIuUWUW+Ev2hhx7Cx8eHxx57jEceeQQXF21wIFJe/XL4MD3nzSPZZKJRNS/aPjwE57q3WDuWiJQgjeMiFccr69fz4AsvANC77S3UHjEUew9vK6cSEWvSOC9SPuTm5jL6ued4e+NG7GxsuGdoe9x69laBLlKGFflK9E8++YThw4fz3nvv4ePjQ2hoKOHh4Xz77bdcvHixJDKKSAnYduAAYXPnkmwy0bi6NzNXPIZ30+bWjiUiJUzjuEjF8MJXX+UX6P1CGzFm2SwcPHUFukhlp3FepOwz5+YyYtky3t64EYOtDRPHhNFt2kMq0EXKuCJfiT5o0CAGDRoEQEpKCv/73//48MMP6d+/P7a2tmRmZhZ3RhEpZjF//EHvqCjSMjJoVsOHx1ZMw7NhE2vHEpFSoHFcpPxb8cUXPPrqqwAM6NCYUU/PxN7d08qpRKQs0DgvUrblmM0Mf+YZPtyyBYOtDZPG9qTzpHHY2ttbO5qIXMcNbSx6/vx5Nm3axMaNG9m4cSP79u3Dw8ODjh07Fnc+ESlmyenp9Js/n7SMDJrX8mXac4/hcUsja8cSkVKkcVyk/Nq0d29+gT6oc1PuWzJdBbqIFKBxXqTsiv7gg/8v0G15dFxPOk54QAW6SDlR5OVcmjVrhp+fHw8++CCnT59m3Lhx7Nq1i8TERD799NOSyCgixaiqkyPRfTrTqm4Aj62coQJdpJIpzXE8NzeXuXPnUrt2bZycnKhbty4LFizAYrHk38disTBv3jwCAgJwcnIiLCyMw4cPF2sOkYqkbZ2a3NeyMUO6NuO+pTNUoItIAfq8LlK2je8YQqsgX6Y+2IcOE1Wgi5QnN7SxaOfOnWnatGlJ5BGREpKbm4sNFmJ3baJWE3dmPDQb5+q1rR1LREpZaY7jS5Ys4cUXX2T16tU0adKEHTt2cP/99+Pm5sbkyZMBWLp0KStWrGD16tXUrl2buXPn0qtXL/bv34+jo9aFFLksNzcXc6aJo7/+wMC72mDTtRv2bh7WjiUiZYw+r4uUPbm5udjZ2ZGWcJq4ozuYFn4nzh26YldFBbpIeVLkEn3ChAkAZGdnc+zYMerWrYvBcEOrwohIKfl21y6mvfYaLw/qTrJnNhc7h+IcWMPasUTECkpzHI+JiWHgwIH069cPgFq1avHuu+/y888/A5euQl++fDmRkZEMHDgQgDVr1uDn58dnn33GsGHDSiSXSHmz4L332HbgDxZ1acZhfzvsuvbA4FrV2rFEpAzS53WRsiUzO5vBixdzW83qDKht5GB9L4wdu2Jrp7+XIuVNkZdzycjIYOzYsTg7O9OkSRNOnjwJwKRJk3jyySeLPaCI3Jz1O3dy+8KF7IuNZfG2LVzs3B5HFegilVZpjuOhoaFs2LCBQ4cOAbBnzx42b95Mnz59ADh27BhxcXGEhYXlP8bNzY2QkBC2bt161XNmZWWRmppa4EekorJYLDy+bh3z1q3jq193sSYhFttu3VWgi8g16fO6SNmRkZXFwOhovt65kyWff0mMj70KdJFyrMgl+uzZs9mzZw8bN24sMM06LCyM999/v1jDicjN+fKXXxgYHU1WTg5tb6nO8EWTcQwMsnYsEbGi0hzHZ8+ezbBhw2jYsCFVqlQhODiYKVOmMHz4cADi4uIA8PPzK/A4Pz+//Nv+afHixbi5ueX/BAXp3zSpmCwWC5Fvv838994D4L5+bWj/6FiquKhAF5Fr0+d1kbLhYlYWAxYu5Ntdu3CqYmD6lIHUGHC7CnSRcqzIJfpnn33G888/T4cOHbCxsck/3qRJE44cOVKs4UTkxv1n2zYGL15MttlMaKMgJr8wG5egmtaOJSJWVprj+AcffMA777zDunXr+PXXX1m9ejVPP/00q1evvuFzzpkzh5SUlPyf2NjYYkwsUjZYLBZmr17Nog8/BGDk7bcxeMFUFegicl0lOc4/+eST2NjYMGXKlPxjmZmZTJgwAS8vL1xcXBgyZAjx8fE39Twi5Z0pM5N+8+ezYc8enKsYmD71Dlrff58KdJFyrsh/gxMSEvD19b3iuMlkKjBIi4j1fBITw91PPYU5N5cOTWrwyIqZuFTTEi4iUrrj+IwZM/KvRgdo1qwZJ06cYPHixYwaNQp/f38A4uPjCQgIyH9cfHw8LVq0uOo5HRwccHBwKNacImWJxWJh+htv8Ox//gPA/YPaMmDeZAzOLlZOJiLlQUmN87/88gsvv/wyt956a4HjU6dO5b///S8ffvghbm5uTJw4kcGDB7Nly5Ybfi6R8izt4kX6zZ/P//bvx2hvYPr0IQQPv1sFukgFUOQr0Vu3bs1///vf/N8vD8SvvfYa7dq1K75kInJDzLm5PPHuu5hzc+nUrBYTV85WgS4i+UpzHL948SK2tgXfatjZ2ZGXlwdA7dq18ff3Z8OGDfm3p6amsn37dr2nkErraFwcr3zzDQBjhoRy++NTVKCLSKGVxDifnp7O8OHDefXVV/Hw8Mg/npKSwuuvv86zzz5Lt27daNWqFW+++SYxMTFs27bt5l6ISDn19a+//n+BXoUZM++k5X33qEAXqSCK/Dd50aJF9OnTh/3792M2m3nuuefYv38/MTExbNq0qSQyikgR2OTl8tLtnXl2z68MXTARZ79Aa0cSkTKkNMfxAQMGEB0dTY0aNWjSpAm7du3i2WefZcyYMQD5U8IXLlxI/fr1qV27NnPnziUwMJBBgwYVaxaR8iLA6MDzg7oQYzHRZ/YE7JycrR1JRMqRkhjnJ0yYQL9+/QgLC2PhwoX5x3fu3ElOTk6BDcIbNmxIjRo12Lp1K23btr3p1yNS3vSo5c/07q1wDb2FFvfchY1tka9dFZEyqsh/mzt06MDu3bsxm800a9aMb7/9Fl9fX7Zu3UqrVq1KIqOIFMKxuDjMWZkc2/E953wt3L3oURXoInKF0hzHV65cydChQ3nkkUdo1KgR06dP58EHH2TBggX595k5cyaTJk1i/PjxtGnThvT0dNavX19gMzSRii4vL4/j8fFcTEnkyO4NOIZUp7cKdBG5AcU9zr/33nv8+uuvLF68+Irb4uLisLe3x93dvcDxf9sgPCsri9TU1AI/IuXdhfR0LqSnkxR7iEPHfiF4ZFcV6CIV0A3NKalbty6vvvpqcWcRkRu0esMGHnj+eRb16USDkOqYu3XBwcvH2rFEpIwqrXHc1dWV5cuXs3z58mvex8bGhvnz5zN//vwSzyNSFuXl5TF+1So+3bqVlwd3IbdlIA5dw7Bz0BdJInJjimucj42N5dFHH+W7774rti+3Fy9ezBNPPFEs5xIpC5LS0ugxbx4WczZLBrQh8bZ6uLQOVYEuUgHpb7VIOff6t99y/4oVmHNz+eHcacxhXbFXgS4iIlLm5ebmMnblSl7/7juSTSb+Z5OhAl1EyoydO3dy7tw5WrZsicFgwGAwsGnTJlasWIHBYMDPz4/s7GySk5MLPC4+Pj5/8/B/mjNnDikpKfk/sbGxpfBKREpGYmoq3SMj+fXIEY4nnGNXdQ+MKtBFKqxCX4lua2t73d28bWxsMJvNNx1KRArnlfXrefCFFwDoE3ILY5bNxN7D28qpRKQs0jguUrbk5uYy+rnneHvjRuxsbHhkVHe6Th2vAl1EbkhJjPPdu3fn999/L3Ds/vvvp2HDhsyaNYugoCCqVKnChg0bGDJkCAAHDx7k5MmT19zE1MHBAQcHh0JnECmrElJS6B4Zye8nTuDh7MDseffR8PYBKtBFKrBCl+iffvrpNW/bunUrK1asIC8vr1hCicj1vfDVV0x46SUA+oc2YtQzM3BQgS4i16BxXKTsMOfmMnLZMt796ScMtjY8MjqMblMexNbe3trRRKScKolx3tXVlaZNmxY4ZjQa8fLyyj8+duxYpk2bhqenJ1WrVmXSpEm0a9dOm4pKhRZ/4QLd585l38mTeBkdmfX4CBrePsDasUSkhBW6RB84cOAVxw4ePMjs2bP54osvGD58eLGvZ5qbm0tUVBRvv/02cXFxBAYGMnr0aCIjI/O/ZbdYLDz++OO8+uqrJCcn0759e1588UXq169frFlEypIVX3zBo/+/zuHtHRoz8umZ2Lt7WjmViJRl1hjHReRKOWYzw595hg+3bMFga8OksT3pPGmcCnQRuSnWGueXLVuGra0tQ4YMISsri169evHC/8+UFamIziYl0S0ykgOnTuHt4sSc+aOo37evtWOJSCm4oXkmZ86cYdy4cTRr1gyz2czu3btZvXo1NWvWLNZwS5Ys4cUXX+T555/njz/+YMmSJSxdupSVK1fm32fp0qWsWLGCl156ie3bt2M0GunVqxeZmZnFmkWkLDkRdxaAQZ2bqkAXkSIrrXFcRK6Uk5vLmYRzGGxteXRcLxXoIlLsSnKc37hxY4ENwx0dHVm1ahVJSUmYTCY++eSTa66HLlIRpGVkkJSSjI+rE3MWjFaBLlKJFPpKdICUlBQWLVrEypUradGiBRs2bKBjx44llY2YmBgGDhxIv379AKhVqxbvvvsuP//8M3DpKvTly5cTGRmZ/837mjVr8PPz47PPPmPYsGEllk3EWrIz0nngFh8cvbvT8qGR2Lt5WDuSiJQTpT2Oi8iVctMSebJXC77t15SWY4ZjW0UFuogUD43zIiXP7WICz9zdicTmdanbo4e144hIKSr0lehLly6lTp06fPnll7z77rvExMSU+IAcGhrKhg0bOHToEAB79uxh8+bN9OnTB4Bjx44RFxdHWFhY/mPc3NwICQlh69atJZpNpLS999NPpFxI5MiO79nvY6HVw6NUoItIoVljHBeRS7Jycnh30yZSz8VyeN9mYpv40XLMcOxUoItIMdE4L1JyTiYk8MOePcQf2sWhc39g16uNCnSRSqjQV6LPnj0bJycn6tWrx+rVq1m9evVV7/fJJ58UW7jZs2eTmppKw4YNsbOzIzc3l+joaIYPHw5AXFwcAH5+fgUe5+fnl3/b1WRlZZGVlZX/e2pqarFlFikJC957j3nr1tGxdjUmjO+OfbeeGFyrWjuWiJQj1hjHRQQys7MZvHgxX+/cycQOzWl3Xyec23dWgS4ixUrjvEjJOB4fT9eICOKSklh8Z0f8BnfGpVlLa8cSESsodIk+cuTI/M08S8sHH3zAO++8w7p162jSpAm7d+9mypQpBAYGMmrUqBs+7+LFi3niiSeKMalIybBYLES9+y7z33sPgOoN/anSoycGFxXoIlI01hjHRSq7jKwsBi1axLe7duFgsKNq69oYO3bF1q5IKyqKiFyXxnmR4nc0Lo6uERGcTEigmocLhq7BKtBFKrFCv4N/6623SjDG1c2YMYPZs2fnr23erFkzTpw4weLFixk1alT+hiXx8fEEBATkPy4+Pp4WLVpc87xz5sxh2rRp+b+npqYSFBRUMi9C5AZZLBbmvvMO0R98AMB9/dpwxxOPUkUFuojcAGuM4yKV2cWsLG5fuJANe/bgVMXAY4/eTuv771OBLiIlQuO8SPH688wZukZGcioxkeqersxZ+iBBHTpZO5aIWFGh10S3hosXL2JrWzCinZ0deXl5ANSuXRt/f382bNiQf3tqairbt2+nXbt21zyvg4MDVatWLfAjUpZYLBbmrFmTX6CPvP02Bi+YqgJdRESkHDBlZtJv/nw27NmDcxUD06cMVIEuIiJSThw6fZrO4eGcSkykpldV5jz1iAp0ESn8lejWMGDAAKKjo6lRowZNmjRh165dPPvss4wZMwYAGxsbpkyZwsKFC6lfvz61a9dm7ty5BAYGMmjQIOuGF7kJUe++y5KPPwbg/kFtGTBvMgZnFyunEhERkevJzc2l3/z5bNq7F6O9genTBhM8YpgKdBERkXLgZEICXSIiOJuURC1vN2Y9/QjV2l77Ik0RqTzK9Lv5lStXMnfuXB555BHOnTtHYGAgDz74IPPmzcu/z8yZMzGZTIwfP57k5GQ6dOjA+vXrcXR0tGJykZvTrWF9nrWvwl0D2jAgcjJ2Ts7WjiQiIiKFkGVjpnkrH3YcMzBjylCChw/DxrZMT/4UERGR/xfo6Umban78bpfL7GcmEHBbW2tHEpEyokyX6K6urixfvpzly5df8z42NjbMnz+f+fPnl14wqXRSTAbSMgxU98684rZTiY64OplxM5qL5bkupibhlX6SZZF34T1ggAp0ERGRcuTnE1tZUftHZs8fQnAfFegiIiLlhSUvj/j923mkbzNOBd+Fb4tW1o4kImWI3tWLXEeKyUDvqBA6h4cSm1BwhkNsgiOdw0PpHRVCiunGv5PKy8tjxptvsmX3Do7s3sC+alXwUoEuIiJSLiSnpzPmuec4cmA3J87sA8C3bagKdBERkXJgz7FjTHn1VWJ/28J+03GSO7ZWgS4iV9A7e5HrSMswcC7FgaNxRrpE/FWkxyY40iUilKNxRs6lOJCWcWMlel5eHg++8AJPf/opAxYvYYeXHQ7demJQgS4iIlLmJaWlETZvHm9u2MDwF17gdD0/AGxs9DZbRESkrPv1yBG6RUby3Bdf8MQP35DUvhXO9RpaO5aIlEF6dy9yHdW9M9kYHUMdf1N+kR7zh0d+gV7H38TG6JirLvVyPbm5uYxduZLXvv0WWxsb7hkSikffvtg5aE1/ERGRsu58airdIyPZ+eefeDg7MGh8H5waN7d2LBERESmEHYcP0z0ykqS0NBpV86LDxDtxrnuLtWOJSBmlEl2kEIJ8Chbp7Wd1KFCgB/ncWIF+/4oVvLVhA3Y2NkwY1Z0eMx5WgS4iIlIOJKSk0C0ykt3HjuHh7MDseffReNBAXYEuIiJSDmw/eJCwuXNJNploXN2bmSsew7upvggXkWvTu3yRQgryyWTt1F0Fjq2duuuGCnRzbi4jly9n7Y8/Ymdjw8T7w+g2dbwKdBERkXLgXHIy3SIj+e34cbyMjsyJGkmjQQO1BrqIiMg/pJgMnEq8+ufcU4mON7W32I3aeuAAPR9/nJSLF2ka5MOMldPwatK01HOISPmid/oihRSb4MiIZcEFjo1YFnzFZqOF8cxnn7Fu0yYMtjZMGtuDrlMeVIEuIiJSToxctoy9J07gZXRizvzRNLx9gLUjiYiIlDkpJgO9o0LoHB56xefm2ARHOoeH0jsqpFSL9LSLFxmwYAGpFy/SrIYvM56fjlcjFegicn0q0UUK4e+biNbxSmYLodTxSr5is9HCGt22NaG1Apj8QC+6TB6Prb19CSUXERGR4vZEn640DvAifMFoGvTra+04IiIiZVJahoFzKQ5XfG7+++frcykOpGWUXoludLBnUb8utKobwPTnp+NxS6NSe24RKd9Uootcx6lEx4KbiE74iFC2snHCRwU2G73WFLXLzLm5WCwW0hJPc+bPbUyYcQcdJz2gAl1ERKQcMOfmAnDuz9/Izj1DxLMPU79vHyunEhERKbuqexfcW6xLRCgxf3gU/HwdHUN176IvkVpU5txc8nLNxO7aRFADV2a8OAuPBg1L/HlFpOJQiS5yHa5OZnzdsv7aRNQjHYAgj/T8NwS+blm4OpmveY6snBwGL17MzFde5NDenzhQ3wPnTt2wq6ICXUREpKw7mZDArZMn8/Zn73Mwfh+nWjXANfg2a8cSEREp84J8Chbp7Wd1KFCg38geY0X13a5dNJ04kS0//Id9NgmkdwnFuUadEn9eEalYVKKLXIeb0cz6qO1sWnTlAB/kk8mmRTGsj9qOm/HqJXpmdjaDFy/mi59/ZuU33/GTux1O7buoQBcRESkHjsfH03nOHP6IjSXyP19wIrgeLre2tnYsERGRciPIJ5O1U3cVOLZ26q5SKdDX79zJgIULOXj6NItitmDq3B7HwBol/rwiUvGoRBcpBDej+ZpTzKp7Z16zQM/IymJQdDRf7diBg8GOaZMGUGfIYBXoIiIi5cDRuDg6h4dz/Nw5qnm4MH3RA7i1aGPtWCIiIuVKbIIjI5YFFzg2YllwkfcWK6qvduxgYHQ0WTk5tL2lOiOiJ+IYGFSizykiFZdKdJEScjEri9sXLuSbXbtwNNgx/dHbCXlgJLZ2pbdpioiIiNyYI2fP0iU8nJMJCQR5ujJn6UPU7NzF2rFERETKlb9vIlrHK5kthFLHK/mKzUaL2xc//8ygRYvINptp1yiIyc/PwrWWlnARkRunEl2kBJgyM+k/fz7f79mDUxUDM6YOos2YESrQRUREyoHDZ87QOTyc2MREanhVZfZTj1CjYydrxxIRESlXTiU6FtxEdMJHhLKVjRM+KrDZ6KnE4i3SP9u2jSFPPkmO2Uz7JjWY9PwsXIJqFutziEjloxJdpARs2LOHH3//HaO9gRnTBtNq9HAV6CIiIuXEy+vXc/r8eWp6V2XOMxMIat/e2pFERETKHVcnM75uWX9tIuqRDkCQR3r+ZqO+blm4Ol19edQbkZubS/T775NjNtOxWU0mrZyNSzWtgS4iN0+tnkgJ6FDdi/Bet2HfqjYtht+tAl1ERKQcebR1I+ISDtFx/CACQ9paO46IiEi55GY0sz5qO2kZhkt7jKX+dVuQTyabFsXg6mS+5h5jNyQvl1X9O/L0LieGzJ+As3+14ju3iFRqavZEikmKyUS22YwhLYHDR3+h8bAOuIZ0wsZWEz5ERETKuuPx8QR5exP/x88cNB2j/6wRGBs0sXYsERGRcs3NeO2SvLp3ZrE9z5GzZ6np6cHxX38gzjuXuxZNxsHbv9jOLyKiEl2kGCSnp9MrKor09DSevaMd51vXxjWkowp0ERGRcmDPsWOEzZ1L5zpBjOvdhOQOrTHWa2jtWCIiIlIIa3/8kfufe44nenWgaWhNcrp2wsHbz9qxRKSCUcMncpOS0tIImzePnw8d4lTSeXYHVMVFBbqIiEi5sOvIEbpFRpKYmsrv8Wc506oZzirQRUREyoU3v/+eUcuXk5uXx0+JZzF366ICXURKhK5EF7kJ51NT6TFvHruOHsXdyYGZEffQaPAgFegiIiLlwI7Dh+kxbx7JJhMNA72Y8dwUvJs1t3YsERERKYRXv/mG8atWAdDrtgaMXTYTey8fK6cSkYpKJbrIDbqQnk63557jt+PH8XB2YNbc+2g0cIAKdBERkXLg50OH6DlvHikXL9K4ujcznpuGV5Om1o4lIiIihfDS11/z8IsvAtC33S3c/+wsHDy8rZxKRCoylegiN+jBVav4LS4OL6Mjsx4fQcPbB1g7koiIiBTC1gMH6B0VRerFizQJ8mH6iql4NVKBLiIiUh48/+WXTHrlFQD6t2/EqKdnqEAXkRKnEl3kBqWZ0vEyOjFn/iga9Otr7TgiIiJSSBfSUsnMyqJZDV8eWzEVz4ZNrB1JRERECuns+UQAbu/YmJFPzcTe3dPKiUSkMlCJLnKDpvYIZm+HptTv28faUURERKSQ8nLNNLZLJ3pEV3wH98SjgTYRFRERKS+yM9IZUccdu/vDaP7QCOzdPKwdSUQqCZXoIoV0+vx5fjt+nJC0BDyBvDa3qEAXEREpJzbt3Yu/W1Uc4w/zBwnUGD4Ap6DaxXJuU5qBDJMBb//MK25LjHPEyWjG6GoulucSERGpjNZt2kTf5k2J+/1/7PPKpcWdI6lS1d3asUSkElGJLlIIsQkJdI2I4GRCAktvb0fDJ8eR16untWOJiIhIIXy/eze3L1yIm0MVFo8Nw3lAd5yq1SqWc5vSDEQ9EEJKkgPRa2LA4a/bEs46EjEyFDfPLKJe264iXURE5AZEf/ABkW+/TdsaAUx5qAf23XticK1q7VgiUsnYWjuASFl34tw5OoeHcyQuDm8XR2x7tCJn0ABynRyu/2ARERGxqm9+/ZUBCxeSkZ1NkL8bVXp3LbYCHSDDZCAlyYG4WCMRI0O5EO8CwIV4FyJGhhIXayQlyYEMk65dERERKaon3n2XyLffBqBWowDse6hAFxHrUIku8i+OxcXROTycY/HxBLq7EL70QWp3627tWCIiIlIIX+3YwcDoaDKzswm5pRpTVs6kaq06xfoc3v6ZRK+JwT/IRFyskVUThsLJdqyaMJS4WCP+QSai18RcdakXERERuTqLxcK8d94h6t13ARjetzV3Rk9TgS4iVqMSXeQajpw9S+fwcE6cO0d1D1fClz5Izc5drB1LRERECuGLn3/mjkWLyMrJoV3DIB59fjauxVygX+YT8FeRfv6MO7wRw/kz7vkFuk+ACnQREZHCslgsRKxdy4L33wfgvv5tGLJwGlVcVKCLiPWoRBe5irNJSXQODyc2MZEaXlWZ8/Qj1OjU2dqxREREpBC+372bIU8+SbbZTGjjICatmoVLUM0SfU6fgEymLtlV4NjUJbtUoIuIiBTR/PfeY/FHHwEwauBtDJ4/FYOzi5VTiUhlpxJd5Cr83N3pWLs6Nb0vFehB7dtbO5KIiIgUUvMaQdT3cqdjs5pMfn4OLtVqlPhzJpx1ZNms4ALHls0KJuGsY4k/t4iISEXSo3FDqjraM+aOdgx8fIoKdBEpE7TDkchVxO3/hQfCGtG92e34tWpj7TgiIiJSSLk52aQe+pmIMd2w69EF58DqJf6cCWcd8zcR9Q8yMXXJLpbNCs7fbFRLuoiIiBTOxdQkqqYc5dmIu/Dq3x87J2drRxIRAXQluki+vSdO8MiLL3Ji92b2px0hIbS5CnQREZFyYt2mTTz32Wcc2/E9+5zSse8XVioFemJcwQI9ek0MjVpeKLDZaMTIUBLjdEW6iIjI1eTl5TH9jTf4cefPHNm9gX3VquCpAl1EyhhdiS4C/HbsGN3nziUxNZXU1JMMmDMSY71G1o4lIiIihbD2xx8ZvXw5eRYLqfeH0Wjs3Th4+5XKczsZzbh5ZgEUuOL88majESNDcfPMwsloLpU8IiIi5UleXh4Pv/gir3zzDa98/RXL5t2NZ5cwDCrQRaSMUYkuld6uI0cImzePpLQ0GgR40nXSnTirQBcRESkX3tqwgTErVmCxWOjRuh4Nx5RegQ5gdDUT9dp2MkwGvP0LLtniE5DJorUxOBnNGF1VoouIiPxdXl4e455/nje+/x5bGxtG3BmKV/8B2Dlo9paIlD0q0aVSSDEZSMswUN274IfbnX/+SbeoF0l1tqG+uweznp6CT/MW1gkpIiIiRfLat98yftUqLBYLvW5rwNhlM3H08i31HEbXa5fk/yzWRUREBHJzcxm7ciWrf/gBWxsbHhnRle6PPaQCXUTKLJXoUuGlmAz0jgrhXIoDG6NjCPK59GH250OHCIt8mbScr6HqOQbP/UgFuoiISDnx8vr1PPTCCwD0bXcL9z8zEwdPHyunEhERkesx5+Yyevly3tm0CTsbGyaM6k7XqeNVoItImaaNRaXCS8swcC7FgaNxRrpEhBKb4EhGVhb9F7xFWubXkFsXTL44+moJFxERkfLg1yNH8gv0/u0bcf+zs1Sgi4iIlBPv/fQT72zahMHWhkljetBtmq5AF5GyTyW6VHjVvTPZGB1DHX9TfpH+6xFfbHK/A+ri4ZsAo7vg7ptu7agiIiJSCM2qBTC5Qytu79iY0c/MwsHD29qRREREpJD6NWtE57rVmTS2J10eHY+tvb21I4mIXJeWc5FKIcjnUpHeJbwdR+Nc6DC7EwC+Ack89MJ/mL/nlJUTioiIyPXkmM1YcjI5tnMDnfs1pVO3bti7eVg7loiIiFyHOTcXO4sFGyD+xG+Mn9of585h2FZRgS4i5YNKdKk0jsT9QlbOCuCL/GOPPbMXez9dgS4iIlLarrXpN8CpREdcncy4Gf/arHPpxx/zxfbtLO/VhuMBtth06459VfdSTCwiIiI3Iisnh7uWLCHU1sIs4Hh1V5w7h2GnAl1EyhEt5yKlLsVk4FTi1dc7O5XoSIqp+L/b2bBnD72jXud00vICx5fNCuZCvEuxP5+IiIhc2+VNvzuHX9qr5O9iExzpHB5K76iQ/PcEiz74gFmrV7P5wAHePHsMm27dqaICXUREpMzLzM5myOLFfP7zzyz+eQdrx/chZ/BAFegiUu6oRJdSVdQPzcXh21276Df/TbJyvgXq4huQzJJ1m/EPMhEXa2TVhKGQUr3Ynk9ERET+3dU2/YZL7wW6RIRyNM7IuRQH0jIMzH/vPSLefhuAYb2C6T7jIRXoIiIi5UBmdjZ3LFrEf3fswMFgxyOTbqfqo+Ogqqu1o4mIFJlKdClVRfnQXBy+3rmTAQsKFuiL1/1Co5YXiF4Tg3+QifNn3OGtjSSf0xXpIiIipeFqm37H/OGR/16gjr+JHxdu4ZVvXufxdesAuLdPK+6MfgyDa1UrpxcRESkbrDHLu7AysrK4feFC1v/6K44GOx6bPICQ8aOwtdOqwiJSPqlEl1JVmA/NG6Njrro+alF9+csvDIqOJtuchItjMr4BKSxe9ws+AZfO7ROQSfSaGLwCk8F4Dgfn7Jt+ThERKej06dPcd999eHl54eTkRLNmzdixY0f+7RaLhXnz5hEQEICTkxNhYWEcPnzYiomltFze9Pvye4L2szoUKNBf/uY1Frz/PgAj+rdhaPRjVHFRgS4iIgIlN8v7asX85WNXK+avduxiVhb9Fyzgu927capiYPqUgdw2dqQKdBEp11SiS6n7tw/NG6NjCPK5+QLdYrGw5KOPyDabCW3kxvL3f+XJd3/OL9Av8wnIZOILH8F9vXFyUYkuIlKcLly4QPv27alSpQpff/01+/fv55lnnsHDwyP/PkuXLmXFihW89NJLbN++HaPRSK9evcjMvPmxQMq+IJ9M1k7dVeDY2qm7qGI4y8tffw3AyNtv4475UzE4a8aYiIjIZSUxy/tqxfzlY+1ntaf9rPYFivlrlfU/7d3Lj7//jnMVAzOm3UHr++9TgS4i5Z7+FROruPyhuf2sDvnH1k7dVSwFOkCeOYcVfdqxxNfAoMcfxhjoD1z93O6+6eCYWizPKyIif1myZAlBQUG8+eab+cdq166d/98Wi4Xly5cTGRnJwIEDAVizZg1+fn589tlnDBs2rNQzS+mKTXBkxLLgAsdGLAtm/Zw4Xh7clW9MSfSJmKACXURE5B8uz/K+XJh3iQhl7dRdjFgWfMOzvP9ZzG+MjsHGBs4kOXIywbnA/VIvGvKf+/IxN6MZgJAADx7vHYIluCbBw+9WgS4iFYKuRBeruNaH5n9OQyuqQ6dPk5uTzfGdG4h1z2bogokYA7VpqIiINXz++ee0bt2aO++8E19fX4KDg3n11Vfzbz927BhxcXGEhYXlH3NzcyMkJIStW7de9ZxZWVmkpqYW+JHy6e9XytXxSmYLodRwP8/ROCPd5nUivmZD+kZOUoEuIiJyDcU9y/tqy6+eTHC64n4nE5yuWJK1qnMSZ5OSSDr9J4f+3E69u0Jped89KtBFpMJQiS6l7mofmut4JV8xDa2o1m3aROMJE5j3wjPsc0wju1snHHwDijm9iIgU1tGjR3nxxRepX78+33zzDQ8//DCTJ09m9erVAMTFxQHg5+dX4HF+fn75t/3T4sWLcXNzy/8JCgoq2RchJeJUomOBD98/PPwBoWzFJ70NPsaznErxZf6b87iQ4mntqCIiImXatZZGu9FZ3lcr5k8mOFPD5yI1fC5yMsH5irK+qvN5es6bR+dZM9n2208caRKIa0gnbGxVOYlIxaF/0aRU/fND88YJHxHKVjZO+KjAt93X2mH8Wtb++CMjnn2W3Lw8tl84R1bXTjh4+1/z/qY0A4lxV3+OxDhHTGn6tlxE5Gbl5eXRsmVLFi1aRHBwMOPHj2fcuHG89NJLN3zOOXPmkJKSkv8TGxtbjImltLg6mfF1y7pUoC/YzNsb3gLAYj5G7+6T8KuejrtXNk7/Py1cRERErq4kZnlfrZh/d/qvvDv91wLH1k7dhYtTIj3mzWP7oUPEpySzJ7AqLiEdVaCLSIWjplBK1eUPzcCl6WWp6QAEeaTnr+fm65aFq1PhPzS/tWEDY1aswGKx0KNVPcYtn4Wjj981729KMxD1QAgpSQ5Er4kBh79uSzjrSMTIUNw8s4h6bTtGV314FxG5UQEBATRu3LjAsUaNGvHxxx8D4O9/6cvO+Ph4AgL+mjkUHx9PixYtrnpOBwcHHBwcrnqblB9uRjPro7aTYrJl/vvP8OvWrUQAQ/u0ouETd9I1ZStORrPGYRERkX/xz1nea8/3ZYTXVxyNc89f0/xGrki/WjF/z9Mtr7jf8Gea4+I0h70nDuPmZM/siHtpPHiQCnQRqZDK/L9sp0+f5r777sPLywsnJyeaNWvGjh078m+3WCzMmzePgIAAnJycCAsL4/Dhw1ZMLP/m8ofmTYuuHMyDfDLZtCiG9VHb8zckuZ7Xvv02v0DvdVsDxq2Y/a8FOkCGyUBKkgNxsUYiRoZyIf7SWqsX4l2IGBlKXKyRlCQHMkz6jklE5Ga0b9+egwcPFjh26NAhatasCVzaZNTf358NGzbk356amsr27dtp165dqWaV0ufimMXj7z7F6999xyFgSd82NH18CgYnZ7z9M1Wgi4iI/IuSmuV99T1LUjiZ4HxpWRePVLYQSi2PCxw/58reE29R1bEus+cOV4EuIhVamf7X7cKFC7Rv354qVarw9ddfs3//fp555hk8PDzy77N06VJWrFjBSy+9xPbt2zEajfTq1YvMzBtb/0tKnpvRfM0dwqt7Zxa6QH95/XrGPf88FouFPm1v4YHls3D08r3u47z9M4leE4N/kIm4WCOrJgyFk+1YNWEocbFG/INMRK+Jwdtff4ZERG7G1KlT2bZtG4sWLeLPP/9k3bp1vPLKK0yYMAEAGxsbpkyZwsKFC/n888/5/fffGTlyJIGBgQwaNMi64eWGpJgM1/ywfirRkZT//4I6NzeX0c89x1sbNmBnY8PY0WHcsngGuLuVZlwREZFy6+9Lo22MjiHIo+As7zr+piLP8r5aMV+Dk2Bj89edLBZqcJKmhjDgCFAXg3MMvm3vVoEuIhVamf4XbsmSJQQFBfHmm29y2223Ubt2bXr27EndunWBS1ehL1++nMjISAYOHMitt97KmjVrOHPmDJ999pl1w0uJS0pJBqBfaCPGLJuFg6dPoR/rE/BXkX7+jDu8EcP5M+75BbpPgAp0EZGb1aZNGz799FPeffddmjZtyoIFC1i+fDnDhw/Pv8/MmTOZNGkS48ePp02bNqSnp7N+/XocHW98HU+xjhSTgd5RIXQOv3KT8NgERzqHh9I7KoQUk4HcvDzOJydhsLVh4pgwuk17CDsH/X8uIlKWvPjii9x6661UrVqVqlWr0q5dO77++uv82zMzM5kwYQJeXl64uLgwZMgQ4uPjrZi4cinuWd5w9WLelTQCq5ryNxYNdLuIK2nkZf+Ju1NvPD0T8Aky4OyaV9wvUUSkTCnT61V8/vnn9OrVizvvvJNNmzZRrVo1HnnkEcaNGwfAsWPHiIuLIywsLP8xbm5uhISEsHXrVoYNG2at6FLCcjIvMri6M5ljenDr+OHYu3sW+Rw+AZlMXbKLWfd2yD82dckuFegiIsWof//+9O/f/5q329jYMH/+fObPn1+KqaQkpGUYOJfikD99/PI6rH+fFn75frYZiUR1bkKbLrVpOWYEtvb2Vk4vIiL/VL16dZ588knq16+PxWJh9erVDBw4kF27dtGkSROmTp3Kf//7Xz788EPc3NyYOHEigwcPZsuWLdaOXmm4Gc3XLMmvNfv7eudbH7WdtAzDpcenghuprH/wU9L86wPgGncYt/BUpoV1onv7xni03K19TESkUijTV6IfPXqUF198kfr16/PNN9/w8MMPM3nyZFavXg1AXFwcAH5+BdfA9vPzy7/tarKyskhNTS3wI+XDOxs3knj+HEd3fMc+9xyaP3jfDRXocGkT0WWzCm6WsmxWMAlndSWciIhIUVX3zsyfPn65SI/5wyO/QK/tl85DvZ6kquVP/tz3E0cauKtAFxEpwwYMGEDfvn2pX78+DRo0IDo6GhcXF7Zt20ZKSgqvv/46zz77LN26daNVq1a8+eabxMTEsG3bNmtHl5twteVX3ZyysbE5za9HNpGXuA+AnNYNqN+3r/YxEZFKo0yX6Hl5ebRs2ZJFixYRHBzM+PHjGTduHC+99NJNnXfx4sW4ubnl/wQFBRVTYilJSz/+mPuefZaeEeHsqpoF3btTxc3j+g+8ioSzjvmbiPoHmViybnP+GukRI0NVpIuIiNyAIJ+CRXr7WR3yC/R6/vcwc/VCJr64kgN13XHq1F0FuohIOZGbm8t7772HyWSiXbt27Ny5k5ycnAKzwhs2bEiNGjXYunWrFZNKSYi7cIHOc+YwePFiXv1zF+ufHEde717WjiUiUqrKdIkeEBBA48aNCxxr1KgRJ0+eBMDf3x/ginXX4uPj82+7mjlz5pCSkpL/ExsbW8zJpbgt+uADZv3/DIT6jQOx79mTKlXdb+hciXEFC/ToNTE0anmhwGajESNDSYxTkS4iIlJUQT6ZrJ26q8Axf49H+W7Pl9jb2RLYrh5OHbtiV0UFuohIWff777/j4uKCg4MDDz30EJ9++imNGzcmLi4Oe3t73N3dC9xfs8IrpnHPP8+RuDh8XJ1w7HUbOYMGkOvkYO1YIiKlqkyX6O3bt+fgwYMFjh06dIiaNWsCULt2bfz9/dmwYUP+7ampqWzfvp127dpd87wODg75m6Nc/pGya/577xHx9tsADOsVzLDF02+4QAdwMppx88y6YhPRv2826uaZhVMRNmARERGRS2ITHBmxrOByaVsPhGNvV5PHJg6g3UP3q0AXESknbrnlFnbv3s327dt5+OGHGTVqFPv377/h82lWePlyOjHx0v8mJRHobiR88Thqd+9u5VQiItZRpjcWnTp1KqGhoSxatIi77rqLn3/+mVdeeYVXXnkFuLQZ2ZQpU1i4cCH169endu3azJ07l8DAQAYNGmTd8HLTLBYLUe++y/z33gPg3j6tGLJgKgaXm/vSw+hqJuq17WSYDHj7F1zrzScgk0VrY7QxioiIyA34+yaitT0v8HZSP7qylmzq4uSylToD9mBrl2PtmCIiUkj29vbUq1cPgFatWvHLL7/w3HPPcffdd5OdnU1ycnKBq9ELMyt82rRp+b+npqaqSC+jjsbFMWnVKv4L+Lo6MWbpg9Ts1MXasURErKZMX4nepk0bPv30U959912aNm3KggULWL58OcOHD8+/z8yZM5k0aRLjx4+nTZs2pKens379ehwdtRRHebf0k0/yC/QR/dswZMFUqtxkgX6Z0dV8RYF+mTZGERERKbpTiX8V6HX8TXR0v4NQttLYuxt4HCElJYC593fUcmkiIuVYXl4eWVlZtGrViipVqhSYFX7w4EFOnjypWeEVQPyFC3QOD+dscjIAY6YMVYEuIpVemb4SHaB///7079//mrfb2Ngwf/585s+fX4qppDT0aHwLS50c6d/jVgZFTcHg7GLtSCIiInINrk5mfN2yANgYHcOOz13gKAzp58duzy54vf87bp55Wi5NRKScmDNnDn369KFGjRqkpaWxbt06Nm7cyDfffIObmxtjx45l2rRpeHp6UrVqVSZNmkS7du1o27attaPLTfJ1d6dbvRpsz8viw0mDcRnUn1xrhxIRsbIyX6JL5ZSRegH7hIM8PWco7v37qkAXEREp49yMZtZHbSctw4Axez81ajrz8YyhVO0VDJsjmPjCRzSsVk2zvUREyolz584xcuRIzp49i5ubG7feeivffPMNPXr0AGDZsmXY2toyZMgQsrKy6NWrFy+88IKVU0txOLvvZ0Z2aUCniX1xbH2bCnQREVSiSxlisViYvXo1XRrWp0Z2HPsDq+DRtQ92Ts7WjiYiIiLXkXrxIhNffolZvTpx+vxh/gwOwjWkE3nJxwBw901XgS4iUo68/vrr/3q7o6Mjq1atYtWqVaWUSErSvpMnWf7550R2bMGfGSdJCG2Ob4Mm1o4lIlJmqESXMsFisTDp5ZdZ9dVXPF/FwPK5w/BWgS4iIlIupJhM9I6KYtvBg+w6+DtzokfhGtIJG9syvf2OiIiIAL8fP073uXNJSEkhPS2WQRGjMdZrZO1YIiJlij7ZiNWkmAycSr60TMuCj99n1a6voAqMGNIObruTLLM2mRERESnrktPT6TFvHtsOHqSqoz33PNQX17Yq0EVERG5EisnAqcSrb8J9KtGRFFPxXgu559gxukZEkJCSQj1/D8Im342zCnQRkSvoSnSxihSTgd5RIZxLtGUjT/DZwe0wEYaeaEXrYTOZ+0BX3DyziHptu6Z+i4iIlFFJaWn0fPxxdv75J25O9swKv4cmQ+5QgS4iInID8j8npziwMTqGIJ/M/NtiExzpEhGKr1sW66O241YMG3X/euQIPebNIyktjVsCPJmx7FF8WwTf9HlFRCoifcIRq0jLMHAu2YGj593pwkZycqsD0LDvGOY+0JW4WCMpSQ5kFPO37CIiIlI8zqem0j0ykp1//omHswOz5w5XgS4iInIT0jIMnEtx4GickS4RocQmXLoi/XKBfjTOyLkUB9Iybv5z8o7Dh+keGUlSWhqNqnkxa+VUFegiIv9Cn3KkWBR1yll170zG9IjGniMcpS6nsrfAyXa8+Oi9xMUa8Q8yEb0mBm//zKueU0RERKzr4RdfZPexY5cK9Hn30XjQQBXoIiIiN6G6dyYbo2Oo42/KL9Jj/vDIL9Dr+JvYGB1Dde+b+5ycmZ3NoEWLSDaZaFzdm5krHsO7afNiehUiIhWTPunITbs85axz+F/flF8Wm+BI5/BQekeFXFGkP9I5iE4178XT+RTJphrwRgznz7jnF+g+ASrQRUREyqq5vToRHOTLnKiRNFKBLiIiUiyCfAoW6e1ndShQoP99iZcb5WAwsGxAN1rXDWDGyml4NWlaDMlFRCo2fdqRm1aUKWfm3Fzy8vJISzzLiQMx3D89mJkvHS5wvqlLdqlAFxERKYOyc3IASDi6l9T040xf8gANbx9g5VQiIiIVS5BPJmun7ipwbO3UXTddoGfn5JCXayZ29yZcgwxMf2EmXo1UoIuIFIZKdLlphZ1y5ueezrCnnmLc8mc5vO8n/qjjysVbbmd5xG0FzrdsVjAJZ6++NIyIiIgUn6Isx3bm/HmCp0zhxQ/WcujM75wIroNry7alFVVERKTSiE1wZMSyguuTj1gWfMXM76LYtHcvtzz8MN99+wn78uJJ7dQW55p1bzaqiEiloRJdisX1ppz5uadx19KlfBwTw9r/beY7BzOmBv2ZO7Zz/hroS9Ztxj/IRFyskYiRoSrSRURESlBRlmM7lZhIl4gI9sfGsuCLr/jz1tq4BodYKbmIiEjF9fcZ3XW8ktlCKHW8kq+Y+V0UP+zZQ5+oKI6fO8eSzZtJ69wWp6DaJZBeRKTiUokuxeZaU8583dMYumQJn23bhr2dLVMf7odX15HMHdO5wCaijVpeIHpNTIEiPTFORbqIiEhJKOxybAdOpdA5PJzDZ87g72Zk9qIH8GytK9BFRESK26lEx4Izuid8RChb2TjhowIzv681i+xqvtu1i34LFpCRnU2regGMfepRnKrVKrkXISJSQalEl2sqyhRvuPqUs/uebUGfJ97gi59/xsFgx9QJA2j34Chc3G1w88y6YhNRn4DM/CLdzTMLJ6O5ZF6ciIhIOVfUcfqfCrMc29qpnzPsqUc5GhdHoLuROYvHUbt795J4OSIiIpWeq5MZX7esvzYR9UgHIMgjPX/M9nXLwtWpcJ+T1+/cyYCFC8nMzqZN/UCmPT+LqrW0hIuIyI34909XUmldnuJ9LsXhih3AL1+h5uuWxfqo7bgZzVdMOVt7vi/3ef6XY/EeHIt/Dnu7vUybFEzIAyOxtTNgrGIm6rXtZJgMePsX3BzFJyCTRWtjcDKaMbqqRBcREfmnoo7T13J5ObbLY3j7WR0AqONvYvWU/3DP01M4mZBANQ8XZj85npqdu5T0SxMREam03Ixm1kdtJy3DQHXvTEj967Ygn0w2LYrB1cn8r2P7ZV/t2MEdixaRbTbT9pbqTHpuOq616pRgehGRik1XostVFXaKd1qG4ZpTzlb2fwY4AtTF2WUbdfuPx9bur+9tjK7mKwr0y7z9M1Wgi4iIXENRxunrudZybJv2fs3JhASCPF2Zs/QhFegiIiI3oKgzx9yM5ksF+lVU984sVIFusVh45tNPyTabadcoiMnPz1KBLiJyk1Siy1UVZor3xugYqntnXnPKWaegLGaHzcLDLQ6/WvYYq1r5RYmIiFQQRRmnr+dqy7GNWBZMz2q3Mq5Lc2Y/9Qg1OnYqqZciIiJSYRVlE+/ilGfO4dmet3FPl2ZMen4WLkE1i/X8IiKVkUp0uabLU7wvf0BvP6tDgQ/ml6eOX55ytmlRDB4uF4i7cAGAkyd+p9mwIJ76ZBdRr23XleUiIiLFqLDj9L/553JsWwiltmcyR+OMDHx5JM2HjyWofftSeDUiIiIVT3HOHCusXHMOx3du4IRbFoPnT8SlWo1iO7eISGWmEl3+1bWmeP/zg7mb0YybcxK9o6IY+9xyAE7W9cIltAu+1bS2uYiISEko7Dh9Nf9cjm31XS8SylZCnXri7x7H2WQ/Fs4fQ2Lc1aeg/xtTmuGaj0uMc8SUpm15RESk4ivOmWPX8+2uS+8HVry3hn2OaWR364SDb8BNn1dERC5RiS7/6lpTvP85FS3FZKLn44+z5Y8/2JFxkdfG9yHv9oHY2OqPmIiISEkp7Dh9NX9fju2lhz/g8bWLAEi9+AfTFq7DP8iEm2cWToVYe/XvTGkGoh4IIXxEKAlnC+ZIOOtI+IhQoh4IUZEuIiKVQnHMHLuedzZuJHzNGgAOpl8gq2snHLz9b/q8IiLyFzWcck1Xm+Jdxyv5iqloyenp9Jg3j20HD1LV0Z7Jc4bhO+VB8oxOVn4FIiIiFVdhx+lrubwc24sPv889Tz/KhfRLe5qMmXEvDcPqs2htzA0tx5ZhMpCS5EBcrJGIkaFciHcB4EK8CxEjQ4mLNZKS5EBGMa//KiIiUlbdzMyx61m9YQMjli0j7/9/Hzx9NI4+KtBFRIqbSnS5qn9O8d444SNC2crGCR8VmIr2+3EzYfPm8cvhw7g52TM74h6a3T1UV6CLiIiUoMKO06cS/71IPxJ3kHuensL5tDRy/T34bPGD2PfpAYC3f+YNLcfm7Z9J9JoY/INMxMUaWTVhKJxsx6oJQ4mLNeIfZCJ6TQze/jdfHIiIiJQHNzNz7N+88d133L9iBRaLherBdfjutUjMrVvc1DlFROTq1HTKVf19ivfG6BiCPC5dnRbkkZ4/Fc3T5SLDn4li559/4u7kwKzIe2ky5A4V6CIiIiWsMOO0r1sWrk7XLsF3HD5M98hIktLSaFjNi0dXTsPujn7kOjncdD6fgL+K9PNn3OGNGM6fcc8v0H0CVKCLiEjlcLMzx67llfXrGbtyJRaLhd4hDRjxfDiZHW4rlnFcRESupLZTruryFO9Ni65coy3IJ5NNi2J4d/oGsrPi8HB2YPa8+2hyxyAV6CIiIqWgMOP0+qjtuP3LeuZZOTnk5GTTuLo3s1Y8hk+z5sWa0Scgk6lLCk5dn7pklwp0ERGpNIpr5tjVmC6aAOjXrhFjl8/G0cu3uOOLiMjfaDFKuSY3o/maH76re2eScOw4T93RjoN1/LhlQP9STiciIlK5XW+c/jcmcwYpmb8zf2RnPPt1w6tR02LPl3DWkWWzCk5dXzYrWFeii4hIpXF55hhwaeZYasGZY10iQq87c+xqcjIv0tevCukP9KTR2GE4eHgXe3YRESlIlw1LkSSmpvLh5s0kHN3LodO/kd6pqQp0ERGRcmLz/v3sPHyIjb/9h368Q3bf5iVWoF/eRNQ/yMSSdZvz10iPGBlKwtmbWwNWRESkPCiOmWN/9/aPP3Iu8RxHd3zHPvccmowbrgJdRKSUqESXIhn//PPc/dRTvLjhS04E18ElOMTakURERKQQNu3dS++oKMIiI9madBIAR//qxf48iXEFC/ToNTE0anmhwGajESNDSYxTkS4iIhWfm9F8zRli1b0zC12gP/3pp4xYtozu4bPZ6ZoJ3btTxc2jOKOKiMi/UIkuhRKfnAzA8YQEfF2dqBrWElcV6CIiIuXCD3v20CcqClNmJrUD3HHo0LrEnsvJaMbNM+uKTUT/vtmom2cWToUsDURERCq7N7//nhlvvglAwybVcOjZkypV3a0bSkSkktGa6HJdJxMSmPj883wOeLs4MnrRA9QOC7N2LBERESmE73bt4vboaDKzs2lVL4CpK2eQ4GYD+0vm+YyuZqJe206GyYC3f8Er73wCMlm0NgYnoxmjq0p0ERGRwlj53/8CcFePFgxbNB2Da1UrJxIRqXx0Jbr8q+Px8XSeM4dT588DcP/EO1Sgi4iIlBPrd+5kwMKFZGZn06Z+IFOfn0nV2vVK/HmNruYrCvTLvP0zVaCLiIhch8Vi4eWvv87/fVivlirQRUSsSFeiyzWdT02lc3g4JxMSsHM38v6EQbgNHUSutYOJiIjIdW3Zv5+B0dFkm82E3FKNyc/NwLVWHWvHEhERESDFZCAtw3DV9dJPJTryxvef8tm33/Ig0Ld9I1pGT8PgogJdRMRaVKLLNXm6utK/cT2++D2TqUsexLljJxXoIiIi5USzoOq0CPTFztmOSStn4hJU09qRREREBEjJsKd3VAjnUhzYGB1DkM9fRXpsgiNdIkJxcWhMktPHRLb25rYnZ2CjAl1ExKpUoss1xf2xgyHtahA8rht+rbWJqIiISHmRm5NN4v6tTB/RAXO3TrhUq2HtSCIiIvL/0rLsOZfiwNE4I10iQvOL9MsF+tE4I9XdTEydcDe1722HjbOLtSOLiFR6WhNdCjhw6hQjly3j6K4tHEj5k3Ntb1WBLiIiUk58v3s3Ue+8w/GdG9jrkIJNr+4q0EVERMqY6u7pbIyOoY6/Kb9I37LfnWaTm/1/gX6OOZOeos7w9hhUoIuIlAm6El3y7T95km6RkcQnJ5Oedpq75o7GeEtTa8cSERGRQpqzZg07LBay7+lMywnDcfD2z7/NlGYgw2S46oafiXGOOBnN2vBTRESklAT5ZLIxOib/yvMOszsCYMMRHhmznMAhHbBzcrZyShERuUxXogsAe0+coEtEBPHJydTxdafP1GEq0EVERMqJr3fuBCDXYqFbcB2aP3TvFQV61AMhhI8IJeGsY4HHJpx1JHxEKFEPhGBK0/UVIiIipSXIJ5PVU3YWODag+zM0HKkCXUSkrFGJLuw5doyuEREkpKRQ39+D8Ocexb9Va2vHEhERkUJY88MPzH37bQBCGlXnwedm4ewXUOA+GSYDKUkOxMUaiRgZyoX4S1PDL8S7EDEylLhYIylJDmSYVKKLiIiUlhPx9vR9ol6BY9sPLuVCsqeVEomIyLWoRK/kdh05QrfISBJTU2kQ4Mms5Y/iG9zK2rFERESkEN78/ntGP/ccef//++DHRuPkG3DF/bz9M4leE4N/kIm4WCOrJgyFk+1YNWEocbFG/INMRK+JuepSLyIiIlL8jsfb02xyM9IyArHhCA+1HYt/tTTiT136gvufM8dERMS6VKJXYjlmM0OefJKktDQaBnoxa/kUfFu0tHYsERERKYSDp07xwMqVWCwWarSux3dvzCWnVfNr3t8n4K8i/fwZd3gjhvNn3PMLdJ8AFegiIiKl4VSyC20ea0laRiBwhFFDI+n1cm+i396W/4V3xMhQEuNUpIuIlBUq0Ssxg60ty27vTuu6Acxa+Rg+zVtYO5KIiIgUUh1vTyLD2tGvXUPuWzGHzNA25Do5/OtjfAIymbpkV4FjU5fsUoEuIiJSilwdsqntk4dzlRPcf+dcBs4djJ2DY4EvvN08s3AyasNvEZGyQgtfVkJZOTnY29lxavdPOPpZmP7CDJxr1rv+A0VERMTqsnJysM3N4ejO72netR63duuKvbtXoR6bcNaRZbOCCxxbNitYV6KLiIiUAnNuLgagStYZnukzlz1+XgQNHIKtvX3+fXwCMlm0NgYnoxmjq0p0EZGyQleiVzKb9++n/oMP8t//vs9+81lSOoWoQBcRESlDUkwGTiVeffp21LqfaDXlcXb+9AV73bKhe/ciFeiXNxH1DzKxZN3mAlPGtfaqiIhIyckxmwlfswaAE3/+yqlGBoIGti5QoF/m7Z+pAl1EpIxRM9962AABAABJREFUiV6J/LR3L72joohNTOTJzZtJ6RSCU4061o4lIiIi/y/FZKB3VAidw0OJTShYas9du5En3nuIfbGv8OKRs9iEhVHFzaNQ502MK1igR6+JoVHLCwU2G9XaqyIiIiUjOyeHu5cu5fvffgNgq70Zp07dr1qgi4hI2aQSvZL48bff6PPEE5gyMwmu48+DSyerQBcRESlj0jIMnEtx4GickS4RfxXpc9b8yMIPHwHqYnSqTvuHH6ZKVfdCn9fJaMbNM+uKTUS19qqIiEjJysrJYeiSJXy6bRtVbG0AqN27B3ZVVKCLiJQnWhO9Evh+925uX7iQjOxsWtULYMqKx3Cr08DasUREROQfqntnsjE6hi4RoflFeljzZ3jlmwlcKtBjWfbBDvzr//sGov9kdDUT9dp2MkwGvP0Lrn2utVdFRERKRmZ2NkOefJKvduzAwWBHzwd68mPXrmQ0qG3taCIiUkQq0Su4b379lUGLFpGZnU2b+oE8unIGVWvVtXYsERERuYYgn4JF+itx8wAwOp36/wL9xt6+GV2vXZL/s1gXERGRm5ORlcXgxYtZ/+uvOBjsmDahP63HjyLdTjWMiEh5pOVcKrjnv/ySzOxsQm6pxpSVM1Wgi4iIlANBPpmseiimwLHw5/fdcIEuIiIipevXI0fYsGcPjgY7Hpt8OyHjR2GrAl1EpNzSv+AVWG5ONk92a4mbazb9wsfhElTT2pFEREQqtBSTgbQMA9W9r7yy+1SiI65OZtwKse54bIIjj7zQtsCxlVEdCqxnLiIiImVXEw8jiwd0ILm+N61HD1eBLiJSzulK9Apo74kTmLOzOL5zA0eN6QyMelgFuoiISAlLMRnoHRVC5/C/NgS9LDbBkc7hofSOCiHFdO0P0RaLhe/3JNF5TluOnXPFz+sci978Dv8gE3GxRiJGhpJw1vGajxcREZGrSzEZOJV49TH0VKLjv47PhZWekcHx+HiSzx7jz0MxBPQPVoEuIlJBqESvYD6OiSF4yhQmP7uYvQ6pZHXtjKNfNWvHEhERqfDSMgycS3HI3xD0cpEem+CYv775uRQH0jKu/kHaYrEwftV/6DG3Q36BvmDtVpq2yyR6TUyBIj0xTkW6iIhIYV3vi+6Os9vTLbLdVYv0whbsaRcv0ueJJ+gwcwY//vI9h5r4Y2zXSQW6iEgFoRK9Avlg82buXroUc24u+9KTyOrcAQffAGvHEhERqRSqe1/aELSOvym/SI/5wyO/QK/jb2JjdMxVl3qxWCw8+uqrvPbtR8A5XI2nWfj2NvzrXHqr5hPwV5Hu5pmFUyGWhBEREZFL/u2L7k5z2nP8nDO/Ha/KwVPG/2PvvqOiuNowgD9LLwtL7wgIKoq9RMHee+8axd6wlyBgb2gs2GsSNfZoNEZN7IoFNYpi7yJgQbDR+873Bx+rK8UFkaU8v3P2HHdmdua9A/jOfXfmXrnPKfokWXR8PFrOmoUL9+4hKj4Oty31IK7TkAV0IqJihEX0YmKnvz96L16MNKkUjao4YNSqqdC24B3oRERUeCxcuBAikQjjx4+XLUtMTISHhweMjY0hFovRtWtXvHnzRnlBfiNbU/lCel3PenIFdFvTzAV0qVQKj/XrserYYcAyGn07z8DSPwNh7iCS287UMhELtgVg1i9XoKvHIjoREZGicvqi+3mEDtRUpUhNU0HvpTVy/STZx9hYtJgxA5cePICepjo8PXugau8eEKmw3EJEVJwUqf/VS0LnOy+2nTmDfsuWQSoIaFrdESNWToWOuZWywyIiIpK5evUqNmzYgMqVK8stnzBhAg4dOoS9e/fC398fr169QpcuXZQUZf6wNU3Etgk35JZtm3Aj2wL6yHXrsO7ffwETAMOBqmObwsJelGlbADCxSGQBnYiIKA9y+qL7wsILeXqS7ENsLJrPmIErjx5BX0sDnt69ULlXdxbQiYiKoSLzP3tJ6nxnJbtJULacOoX+fnshFfTQrIYThq+YCh1zDuFCRESFR2xsLPr27YtNmzbB0NBQtjwqKgq//vorli1bhiZNmqBGjRrYvHkzAgICcPnyZSVG/G3CIrXQz6+a3LJ+ftUyjcEqlUoxdPVqbDx2DCIA3VrXAACoaXK8cyIiou8huy+6a5eLyvWTZO9jYtBs+nRce/IEEm0NeE3rg0rdu7KATkRUTBWJ/91LWuf7S9lNghIvTcL1j/EAzkKiexY/LpgOLVNz5QVKRESUBQ8PD7Rt2xbNmjWTWx4YGIiUlBS55c7OzihVqhQuXbqU5b6SkpIQHR0t9ypMPn/0u7TxR1yEG0obf8w0BmuGpMR4qIhE8OjfBHXcuyspaiIiopIhpy+6c/MkGZA+n0lyYjwMdDQxdXpfVOjSiQV0IqJirEj8D5+fnW+g8HfAvxSToIbwD1qZOuCnnr3Bqr89AThCQ98JUk3egU5ERIXL7t27cf36dfj6+mZaFx4eDg0NDRgYGMgtNzc3R3h4eJb78/X1hUQikb1sbW2/R9h58uKtlvyj3x774IZLOOuxT+4R8Ywny+KjIjHhBwfMHN8RTSeNgKq6ppJbQEREVHx97YvuKw8lCj1JlkF49xKLOtWBz6z+cOnSmQV0IqJirtD/L5/fnW+gcHfAs6KnnQpDcTLUVKV4Fq6LGhOrYZn/KwyZ0wX44AgV1TToGaRBW5djpBIRUeERFhaGcePGYceOHdDSyp8hSry8vBAVFSV7hYWF5ct+84OedirMJEmfHv02jAUA2BrGyh4RN9VPwp7z/yAq8hWe3PLHo9J6qDLwR6hyCBciIqLvRpEvuutNrffVJ8nefPiAXf7+iHx2B49eBCGqXgWU69Beya0jIqKCUKiL6N+j8w0U7g54VmIS1BAVr47UNBWoiNIQGWWCSUuHI+KjJaCSAmmaKuJj1fEyWBdxMVnPGE5ERFTQAgMDERERgerVq0NNTQ1qamrw9/fHypUroaamBnNzcyQnJ+Pjx49yn3vz5g0sLCyy3Kempib09fXlXoWFRDcVR2ddgf+CzGOn2pom4uScc7A07I3Jm5fD3W8x7juIodOgGVQ0NJQUMRERUcmQ0xfduyYHQk1VitQ0FdibZf8kWeCTRDTy8UGfpUux4vjfCKleGuJqtZXcMiIiKiiFuoj+PTrfQOHugGfFxiR9FnFDcSSkgqr8Sqk6jK0+YtKSQCyZVAOzhtRmIZ2IiAqFpk2b4vbt2wgKCpK9atasib59+8r+ra6ujlOnTsk+8/DhQ4SGhsLV1VWJkeedRDcVNiaZx05NTknBpN/m4K8rx6GmogKneuWg3ZAFdCIiooKQ0xfd5azjUMkuCvZmcTjnm/WTZAa6cei5eAYevHgBUz1tGLeowQI6EVEJU6irrRmd788NHDgQzs7O8PT0hK2trazz3bVrVwBFv/OdnV3nduBD7AoAhwCIPq1QSUHHcf5YOrkZwsN0AQAJcWrQ1ePQLkREpFx6enqoWLGi3DJdXV0YGxvLlg8ePBgTJ06EkZER9PX1MWbMGLi6uqJOnTrKCPm7SE5NRfdFi/D3f/9BQ1UF44a3htvIgVBVZwGdiIiooEh0UyHJYghUiW4qzsy/jJgEtfQvwj+bMs3WNBG7Jh1Cz8Uz8DziMcz1dTB1/mA4Nm9egJETEVFhUKiL6Ox8p1vwxx/w2X4WwFnIFdABQKqOLd7tIE1ThYVtHOb/HgATi6xnDyciIips/Pz8oKKigq5duyIpKQktW7bE2rVrlR1Wvpry22/4+/59aKiqYMKotqgzzJ0FdCIiokIkuwJ7SEQEei3xwfOIN7CQ6MJrwRA4NG2qhAiJiEjZCnURXRHFvfO98tAh+Gw/A8AfgCNUVaVIS5MfhUeapgpVVSkmLQ2EqSUL6EREVHidPXtW7r2WlhbWrFmDNWvWKCegAnD+/n1oqqliokc71B7mDhXVIn/5RUREVOzFxMejoa8vQiIiYGWgi6kLhsK+SRNlh0VEREpS5HpxJa3z3bJSBZjrHUayKBnRcekFdAvbOHQe/ATrZlWRbWduGw8bhzglRkpERERZEWuoYdLo9vhhcL9MBfS4GDUkxKll+RTZ23AtaOumcog2IiIiJdDT0UHXys74IzABnouGwq5BI2WHRERESlSoJxYt6RJjPiIt7CZ+GtENamIbWQF90pJAHPjVSW7b8FAdvAzWVVKkRERE9KWYt68BABPGdci2gD5rSG1493ND5GstuXWRr7Xg3c+NE4YTEREpydvge2hbwxKzVo9jAZ2IiFhEL2wEQYD3779jz+mTeHrjFO6Yi2DWrgGMTFNkBfSlk2sgPEwXFrZx8Fr1H1RVpZBKVfDzhJqZOuFERERUcGITEtB78WIEBl3B49gQ/Du9D9R7ds9yCJeEODVEvddEeJgufPq74cMbMQDgwxsxfPq7ITxMF1HvNZEQxyI6EREVPF9fX9SqVQt6enowMzNDp06d8PDhQ7ltEhMT4eHhAWNjY4jFYnTt2hVv3rzJ1zii4tTw4m3W/dwXb7UQlY958uGLF/D6/XcAQHBMCCJcK8Osxg/5tn8iIiq6WEQvRARBwOTffoPvvn34ceVq+GskQL1Jc0jMNTHrlyuYvFS+gD7/9wC4Nn+DRbsuwMw6HhEvdeDT3w1vw1lIJyIiKmgx8fFoM3s2dp8/j+4rVuFeJQsk9+oGQZz1k2ImFomY/3sALGzjEB6mizUe3YBQV6zx6CaX6zlhOBERKYO/vz88PDxw+fJlnDhxAikpKWjRogXi4j4NIzphwgQcOnQIe/fuhb+/P169eoUuXbrkWwxRcWpoNas2Gnq7ISxSvp8bFqmFht5uaDWrdr4U0u+HhaGRjw+O3bgBAHhfqQx0nSt9836JiKh4YBG9kBAEAeN/+QXLDh4EALh3rgOr7l2gppN+V5quXiqsHeIgMUqSdaozJhEtWzkKvtsvwsI2fb12FrOKExER0fcTHR+PVrNm4fy9exBrqsN9ZFvouzX+6iSippafCunvXhkAvwXg3SuDTLmeiIiooB09ehQDBgyAi4sLqlSpgi1btiA0NBSBgYEAgKioKPz6669YtmwZmjRpgho1amDz5s0ICAjA5cuX8yWGmAQ1RERp4lm4Lhr5fCqkh0VqoZGPG56F6yIiShMxCd9WRL8bGopG3t4I//ABSaYS/Dl3ENIaN/r2BhARUbHBInohIJVKMXrDBqw8dAgAMLRHPbSdNhaq2jpy2+nqpWLWL1ewYFvmTrWpZSIWbAvArF+ucAIyIiKiAhQVF4cWM2Yg4MED6Gmqw9OzB6r16QmRimKXWaaWiZiw6IbcsgmLbrCATkREhUpUVBQAwMjICAAQGBiIlJQUNGvWTLaNs7MzSpUqhUuXLmW5j6SkJERHR8u9cmJjkoiz8wNQ2iJOVkgPuG8oK6CXtojD2fkBsDHJe868FRyMRt7eiIiKgqO5ASasGAeN7p2Qpq2Z530SEVHxwyK6kkmlUoxavx5r//kHIgDDe9VHa6/RUPuigJ5BVy8128e6TSwSWUAnIiIqQB9iY9F8xgxcefQI+loa8PTuhcq9uitcQAfSJxH186wmt8zPsxrnOSEiokJDKpVi/PjxqFu3LipWrAgACA8Ph4aGBgwMDOS2NTc3R3h4eJb78fX1hUQikb1sbW2/emxbU/lCel3PenIFdFvTvBfQH754gSbTpuFtdDTKWBjCa/l4mFevmef9ERFR8cUiupLt9PfHhqNHoSISYUTfRmjlNSbbAjoREREVLpN/+w1XHz+GgbYmvKb1QaXuXXNdQM+YRNTCNg6Ldl6QjZHu09+NhXQiIioUPDw8cOfOHezevfub9uPl5YWoqCjZKywsTKHP2ZomYtsE+ae2tk248U0FdADw3LoV72JiUM7KCFNXTIBZterftD8iIiq+WERXso6VK6Br5TIY1a8xWvw0Cqqa7CwTEREVFV7N6qGOgyU8p/dBhS6dclVAfxsuX0Cf/3sAylf/IDfZKCcMJyIiZRs9ejQOHz6MM2fOwMbGRrbcwsICycnJ+Pjxo9z2b968gYWFRZb70tTUhL6+vtxLEWGRWujnJ//UVj+/apkmG82tyQ1/wA9OVvBcOQGmVap+076IiKh4YxFdCdLS0pCSmorYD2/w9O45dBvaFE0njWABnYiIqAhITE4GALwNvo+Idw8wZq47XLp0zlUBHQC0dVOznDD888lGOWE4EREpiyAIGD16NA4cOIDTp0/DwcFBbn2NGjWgrq6OU6dOyZY9fPgQoaGhcHV1zbc4Pp9EtLTxR1yEG0obf8w02aiiEpOTIUilAAAVgzRMWj0ZJhWr5Fu8RERUPH3bFNaUa6lpaejv54fEhDh41yuHx4760GnQDCoaGsoOjYiIiL7izYcPaDp9OvrWqoKGpcUIqe4IvWq187SvjAnDE+LUMs13kjFhuLZuKuc7ISIipfDw8MDOnTtx8OBB6OnpycY5l0gk0NbWhkQiweDBgzFx4kQYGRlBX18fY8aMgaurK+rUqZMvMbx4qyU/ieiwfbCdcwlnPfah0cbeskK6/wLFJhcNuH8fPX7+Gdvq1UBjALHVXKBt75QvsRIRUfHGInoBSklNRd+lS7H34kWoqYhQtUEpVGnQhQV0IiKiIuD1+/doMm0aHrx4Ab/3kTBb4QGzPBbQM+jqZV8kz24icSIiooKwbt06AECjRo3klm/evBkDBgwAAPj5+UFFRQVdu3ZFUlISWrZsibVr1+ZbDHraqTCTJAFA+iSi0bEAAFvDWJydH4BGPm4wkyRBT/vrXzifv3sXbWbPRmxiIubcvY2UNZOQ6pY/xX4iIir+WET/zMt3mtDPYk7PF2+1oKedCsk3PE6dnJKC3kuWYP+lS1BTUcG4oS1QeUBfqKizgE5ERFTYvXz3Dk2mTcOjly9hqqcNr7mDYFa3gbLDIiIi+m4EQfjqNlpaWlizZg3WrFnzXWKQ6Kbi6KwriElQS7/TPPrTOlvTRPgvCFCor3729m20nTMH8UlJqOpggUF+E5FUptx3iZmIiIonjon+mTaza2caTy0sUgsNvd3QalZtRMXl7TuH5JQU9Pj5Z+y/dAnqqiqYMLw16o0eAlUW0ImIiAq9F2/fopG3Nx69fAlzfR14LxgCp1YtlR0WERFRiSDRTc12qBYbk8SvFtBP3byJNrNnIz4pCdUdLTBpzWQYsIBORES5xCL6Z55HyE9M8vkEJhFRmohJyH0RPSklBV0XLsTBK1egoaqCiaPawm3UQBbQiYiIioCQiAg09PbGk9evYSHRhbfvUDg2b67ssIiIiEgBx2/cQLu5c5GQnIwaTpaYuMYTktJllR0WEREVQSyif8beLE42MUnAfUP5CUzmKzZRyZfuhITgZFAQNNVUMdGjPVxHsIBORERUVBy5dg3PwsNhZSCGt+9QODRtquyQiIiISEEbj/6LxORk/FDWGhNXe0Lf3lHZIRERURHFMdE/c2TGFbSf1xzPwnVR17MeAMgK6LameZvcy0lPA0s61MMrOwl+GNwfKqo85UREREVFl9LmeNS8Bpy6N4Rdg0bKDoeIiIgUlJaSjHkNq0JXJwGtfhoEsZ2DskMiIqIijHeif8bGJAnbJtyQW7Ztwo1cF9Djk5Lw5NUrfHwdgscPAmDYqhIL6EREREVEcHg4YuLjEf7gGu6/f4jaIzuygE5ERFRE3AoORmpyEkKun8ETrRi0mzGCBXQiIvpmLKJ/5sVbTfTzqya3rJ9ftUyTjeYkLjERbefMQd2fpuDk5WN45GwCXbdGLKATEREVAY9evkS9qVPRbOoUXH9zF+G1K0JcoaqywyIiIiIFHLh0CTUmTsSwn+fijvp7JDSuBy1za2WHRURExQCL6J9pO6d2+hjoxh9xEW4obfxRNka6IoX0mPh4tJ41C2dv30ZcYgLuWuiygE5ERFREPHjxAg29vfHq/XtExEYjrHI5iMtXVnZYREREpIC9Fy6g+6JFSE1Lw9OEaCQ0bMACOhER5RsW0T/zPOL/k4h67IMbLuGsxz6Utvg02eiLt9kX0qPj49F69mycv3cPuhrqmPJTd1Tr15sFdCIioiLgbmgoGnl7I/zDBziYSuDlNxpWtesoOywiIiJSwO5z59B7yRKkSaVoVMUBo1ZPhY4lC+hERJR/WET/jL3Z/ycRNYwFANgaxuLs/ACUtoiDmSQJetqpWX4uKi4OLWfOxMX796GnqY6fPLujWp+eEKnw9BIRERV2t58/R2MfH7z5+BGO5gbwWj4OlrVqKzssIiIiUsCOs2fRd+lSpEmlaFLNESNWToWOuZWywyIiomKGt0l/5p+ZV2BrqgpEf1pma5oI/wUB0NNOhUQ3cxH9Y2wsWsyciauPH0NfSwM/efVEpe5dWUAnIiIqAm4GB6PptGl4FxMDJwtDTPUbB7Nq1ZUdFhERESng99OnMWDFCgiCgGY1nDBsuSe0TM2VHRYRERVDLKJ/xto4CYBOpuU2JonZfkYkEiEtORESbQ14eveGS9fOLKATEREVESJBgDQtFeUsjTDFbxzMqlb7+oeIiIioUJCmpgCCgBa1ymDIck9oGZspOyQiIiqmWET/Rqlvw7Cwww+4YS2Bc4cOLKATEREVEYJUCsPoF1jYrzHUm7vCpGIVZYdERERECkpJjIebbhIWDG8FJ/fu0DQyVXZIRERUjLGIngeRUVE4fPUq2jta49GLG4isXQbO1euwgE5ERFQEXH7wAInJySid9gH3U17BoHMzaNs7KTssIiIiUtDryDeICb+LO5JklOncExoGxsoOiYiIijlWfXPpzYcPaOzjg0ErV2LR4b14XtUBejXdWEAnIiIqAgLu30eLmTPRdvZs/B16Bx/r12IBnYiIqBCIilPDi7daWa578VYLUXFq2H3+PABg2OrVuKIZC6FJYxbQiYioQPBO9Fx4/f49mkybhgcvXsBErA2LVjWhV8NV2WERERGRAs7fvYs2s2cjNjERle3MoN+hCXTsWEAnIiJStqh4NfRYURsRUZo4Oz8Atqaf5iULi9RCIx83pKWFQxJ5Er0AlHU0h06bVtAwMFJe0EREVKLw9mkFvXz3Do18fPDgxQuY6mnDa+4AlG3bRtlhERERkQLO3r6NVrNmITYxEVUdzDF59RQYliuv7LCIiIgIQGySOiKiNPEsXBeNfNwQFpl+R3pGAf1ZuC5CIoE06AEA2ozvzwI6EREVKBbRFfDi7Vs08vbGo5cvYa6vA+95g1GmdWtlh0VEREQ5yHgs/NTNm2g9fxbijZJQtYw5Jq2ZglS9KoiL4QN5REREhYG1YQLOzg9AaYs4WSE94L6hrIAOPAXQCFUbGeHU1tlIqlxB2SETEVEJw97jV8QmJKChtzeehYfDQqILrwVD4NC0qbLDIiIiohxExamh1azaCHurgrfRI5BkkgIMB7pW6otk7crw6ecGiVESZv1yBbp6qcoOl4iIqMSzNU3E2fkBssJ5Xc96/1+TXkDv0dwEXRdMRryevjLDJCKiEop3on+FWFsbfapXhJWBLrx9h7KATkREVATEJKghIkoTL98ZQAWnUcasMgAgRaU8fPq7ITxMF1HvNZEQx/sJiIiICgtb00Rsm3BDbpmZeDh6tTJDT9/JUGMBnYiIlIQ9x68IfxCIZpVN4dBnHExr1lF2OERERKQAG5NEnJrtj4aetRD60Q5vw08BoR2wZmM3vHulCwvbOMz/PQAmFolf3xkREREViLBILfTzqya/UH0HGo8OgLqY5QsiIlIe3omehbDISABAyIMbuP/+IV79UJ4FdCIioiLi7ytXMG7DBqSFHMGsgXNhbhWFD29MgN8C8O6VgayAbmrJAjoREVFh8fkkoha64bgIN1hKXiPigzlmjmyByNdayg6RiIhKMBbRv/Do5UsMWb0aALD41AmE164IcYWqyg2KiIiIFHLg0iV0XbgQK48cwar71yHuVAETl9yW22bCohssoBMRERUiLz9oy00iGh1XC6EDdDF383lY2MYhPEwXPv3d8DachXQiIlIOFtE/8+jlSzT09kZkdDQAoNGPrSAuX1nJUREREZEi9l64gO6LFiE1LQ0NKtnDdUx/xEgd4ecp/1i4n2c13s1GRERUiOhqpCA+KQwZk4j26lIKWuOGwKyCNub/HgAL2zhIjJKgrcvJwImISDlYRP9MmzlzEP7hAxJN9PHn3EHQ6dhG2SERERGRAvYFBaH3kiVIk0rRqIoDRq2eijiRk2wSUQvbOCzaeUHubjYW0omIiAqHeYe2I/xDbQANMaSbHdpPHwtVbR0AgKllIhZsC8CsX65AV49FdCIiUg4W0T8TGRUFR3MDTFgxHhrdOyFNW1PZIREREZEChuzahTSpFE2qOWLEyqmIF0rLFdDn/x6A8tU/yO5m42PhREREhcemc+cgQjSG9SyNNj5jZAX0DCYWiSygExGRUnF6awCCIAAA7E0kGL9gBPTLVUB8bLySoyIiopIiIS4BwKd8RIrLOGcCgEZVS6O/7zhAVwIhJhpiSSTMpNGYtu4KdPWSEB8L6OrFY9q6E5gzvDbEkiQIQjTiY9kpJyKivEuMS59ng3k89z4/ZwO71UWD0QORnAYksz9OREQFIKP+q0gOFwnM9Hjx4gVsbW2VHQYREZVwYWFhsLGxUXYYRQpzOBERFRbM47nHPE5ERIWBIjmcRXQAUqkUr169gp6eHkQikbLDUVh0dDRsbW0RFhYGfX19ZYdTYNhutrskYLtLVrsFQUBMTAysrKygosKR1nKjqOZwoOT+vueE5yQznpPMeE4y4znJrCDPCfN43hWGPM6/n6/jOfo6nqOv4zn6Op6jr8vvc5SbHM7hXACoqKgU6TsG9PX1S+QfF9tdsrDdJUtJbLdEIlF2CEVSUc/hQMn8ff8anpPMeE4y4znJjOcks4I6J8zjeVOY8jj/fr6O5+jreI6+jufo63iOvi4/z5GiOZxfkxMRERERERERERERZYNFdCIiIiIiIiIiIiKibLCIXoRpampi5syZ0NTUVHYoBYrtZrtLAra7ZLWbSib+vmfGc5IZz0lmPCeZ8ZxkxnNCiuLvytfxHH0dz9HX8Rx9Hc/R1ynzHHFiUSIiIiIiIiIiIiKibPBOdCIiIiIiIiIiIiKibLCITkRERERERERERESUDRbRiYiIiIiIiIiIiIiywSI6EREREREREREREVE2WEQvQhYuXAiRSITx48fLliUmJsLDwwPGxsYQi8Xo2rUr3rx5o7wg89HLly/x448/wtjYGNra2qhUqRKuXbsmWy8IAmbMmAFLS0toa2ujWbNmePz4sRIj/nZpaWmYPn06HBwcoK2tDUdHR8ydOxefz/9bHNp97tw5tG/fHlZWVhCJRPjrr7/k1ivSxvfv36Nv377Q19eHgYEBBg8ejNjY2AJsRe7l1O6UlBR4enqiUqVK0NXVhZWVFfr3749Xr17J7aO4tftLI0aMgEgkwvLly+WWF8V2E2WlpOXy7JTEHJ+TkpL/c1JSrw1yUlKvG3LCawr6Fr6+vqhVqxb09PRgZmaGTp064eHDh3LblMSc/Ll169ahcuXK0NfXh76+PlxdXfHvv//K1pf08/MlXtdlNmvWLIhEIrmXs7OzbH1JPz8ZeC2cM3t7+0y/RyKRCB4eHgCU93vEInoRcfXqVWzYsAGVK1eWWz5hwgQcOnQIe/fuhb+/P169eoUuXbooKcr88+HDB9StWxfq6ur4999/ce/ePSxduhSGhoaybX7++WesXLkS69evx5UrV6Crq4uWLVsiMTFRiZF/m0WLFmHdunVYvXo17t+/j0WLFuHnn3/GqlWrZNsUh3bHxcWhSpUqWLNmTZbrFWlj3759cffuXZw4cQKHDx/GuXPnMGzYsIJqQp7k1O74+Hhcv34d06dPx/Xr17F//348fPgQHTp0kNuuuLX7cwcOHMDly5dhZWWVaV1RbDfRl0paLs9OSc3xOSkp+T8nJfXaICcl9bohJ7ymoG/h7+8PDw8PXL58GSdOnEBKSgpatGiBuLg42TYlLSd/ycbGBgsXLkRgYCCuXbuGJk2aoGPHjrh79y4Anp/P8bouey4uLnj9+rXsdeHCBdk6nh9eCyvi6tWrcr9DJ06cAAB0794dgBJ/jwQq9GJiYoQyZcoIJ06cEBo2bCiMGzdOEARB+Pjxo6Curi7s3btXtu39+/cFAMKlS5eUFG3+8PT0FOrVq5fteqlUKlhYWAiLFy+WLfv48aOgqakp7Nq1qyBC/C7atm0rDBo0SG5Zly5dhL59+wqCUDzbDUA4cOCA7L0ibbx3754AQLh69apsm3///VcQiUTCy5cvCyz2b/Flu7Py33//CQCEkJAQQRCKd7tfvHghWFtbC3fu3BHs7OwEPz8/2bri0G6ikpjLs1NSc3xOSmL+z0lJvTbISUm9bsgJrynoW0VERAgABH9/f0EQSmZOVoShoaHwyy+/8Px8htd12Zs5c6ZQpUqVLNfx/KTjtXDujRs3TnB0dBSkUqlSf494J3oR4OHhgbZt26JZs2ZyywMDA5GSkiK33NnZGaVKlcKlS5cKOsx89ffff6NmzZro3r07zMzMUK1aNWzatEm2Pjg4GOHh4XJtl0gkqF27dpFuu5ubG06dOoVHjx4BAG7evIkLFy6gdevWAIpvuz+nSBsvXboEAwMD1KxZU7ZNs2bNoKKigitXrhR4zN9LVFQURCIRDAwMABTfdkulUvTr1w9TpkyBi4tLpvXFtd1UspTEXJ6dkprjc8L8nzNeGyimpFw35ITXFJQbUVFRAAAjIyMAJTMn5yQtLQ27d+9GXFwcXF1deX4+w+u6nD1+/BhWVlYoXbo0+vbti9DQUAA8Pxl4LZw7ycnJ2L59OwYNGgSRSKTU3yO177p3+ma7d+/G9evXcfXq1UzrwsPDoaGhIbtQzmBubo7w8PACivD7ePbsGdatW4eJEyfC29sbV69exdixY6GhoQF3d3dZ+8zNzeU+V9TbPnXqVERHR8PZ2RmqqqpIS0vD/Pnz0bdvXwAotu3+nCJtDA8Ph5mZmdx6NTU1GBkZFZvzkJiYCE9PT/Tu3Rv6+voAim+7Fy1aBDU1NYwdOzbL9cW13VRylNRcnp2SmuNzwvyfM14bfF1Jum7ICa8pSFFSqRTjx49H3bp1UbFiRQAlMydn5fbt23B1dUViYiLEYjEOHDiAChUqICgoiOcHvK77mtq1a2PLli0oV64cXr9+jdmzZ6N+/fq4c+cOz8//8Vo4d/766y98/PgRAwYMAKDcvzMW0QuxsLAwjBs3DidOnICWlpaywylQUqkUNWvWxIIFCwAA1apVw507d7B+/Xq4u7srObrv548//sCOHTuwc+dOuLi4ICgoCOPHj4eVlVWxbjfJS0lJQY8ePSAIAtatW6fscL6rwMBArFixAtevX4dIJFJ2OET5riTn8uyU1ByfE+Z/+hYl6bohJ7ymoNzw8PDAnTt35MZqpnTlypVDUFAQoqKisG/fPri7u8Pf31/ZYRUKvK77uoyn6ACgcuXKqF27Nuzs7PDHH39AW1tbiZEVHrwWzp1ff/0VrVu3znKek4LG4VwKscDAQERERKB69epQU1ODmpoa/P39sXLlSqipqcHc3BzJycn4+PGj3OfevHkDCwsL5QSdTywtLVGhQgW5ZeXLl5c9BpTRvi9n3y3qbZ8yZQqmTp2KXr16oVKlSujXrx8mTJgAX19fAMW33Z9TpI0WFhaIiIiQW5+amor3798X+fOQ0REOCQnBiRMnZHeTAcWz3efPn0dERARKlSol+38uJCQEkyZNgr29PYDi2W4qOUpyLs9OSc3xOWH+z1lJvzbISUm7bsgJrylIUaNHj8bhw4dx5swZ2NjYyJZbWFiUuJycFQ0NDTg5OaFGjRrw9fVFlSpVsGLFCp4f8LouLwwMDFC2bFk8efKEv0P/x2thxYWEhODkyZMYMmSIbJkyf49YRC/EmjZtitu3byMoKEj2qlmzJvr27Sv7t7q6Ok6dOiX7zMOHDxEaGgpXV1clRv7t6tati4cPH8ote/ToEezs7AAADg4OsLCwkGt7dHQ0rly5UqTbHh8fDxUV+T9LVVVVSKVSAMW33Z9TpI2urq74+PEjAgMDZducPn0aUqkUtWvXLvCY80tGR/jx48c4efIkjI2N5dYXx3b369cPt27dkvt/zsrKClOmTMGxY8cAFM92U8lRknN5dkpqjs8J83/OSvK1QU5K4nVDTnhNQV8jCAJGjx6NAwcO4PTp03BwcJBbX6NGjRKXkxUhlUqRlJTE8wNe1+VFbGwsnj59CktLS/4O/R+vhRW3efNmmJmZoW3btrJlSv09+q7TllK++3zmZ0EQhBEjRgilSpUSTp8+LVy7dk1wdXUVXF1dlRdgPvnvv/8ENTU1Yf78+cLjx4+FHTt2CDo6OsL27dtl2yxcuFAwMDAQDh48KNy6dUvo2LGj4ODgICQkJCgx8m/j7u4uWFtbC4cPHxaCg4OF/fv3CyYmJsJPP/0k26Y4tDsmJka4ceOGcOPGDQGAsGzZMuHGjRtCSEiIIAiKtbFVq1ZCtWrVhCtXrggXLlwQypQpI/Tu3VtZTVJITu1OTk4WOnToINjY2AhBQUHC69evZa+kpCTZPopbu7NiZ2cn+Pn5yS0riu0myk5JyeXZKak5PiclJf/npKReG+SkpF435ITXFPQtRo4cKUgkEuHs2bNyfzPx8fGybUpaTv7S1KlTBX9/fyE4OFi4deuWMHXqVEEkEgnHjx8XBIHnJysl/bruS5MmTRLOnj0rBAcHCxcvXhSaNWsmmJiYCBEREYIg8PwIAq+FFZWWliaUKlVK8PT0zLROWb9HLKIXMV/+B52QkCCMGjVKMDQ0FHR0dITOnTsLr1+/Vl6A+ejQoUNCxYoVBU1NTcHZ2VnYuHGj3HqpVCpMnz5dMDc3FzQ1NYWmTZsKDx8+VFK0+SM6OloYN26cUKpUKUFLS0soXbq04OPjI9cZKg7tPnPmjAAg08vd3V0QBMXa+O7dO6F3796CWCwW9PX1hYEDBwoxMTFKaI3icmp3cHBwlusACGfOnJHto7i1OytZdXiLYruJslOScnl2SmKOz0lJyf85KanXBjkpqdcNOeE1BX2L7P5mNm/eLNumJObkzw0aNEiws7MTNDQ0BFNTU6Fp06ayArog8Pxkhdd18nr27ClYWloKGhoagrW1tdCzZ0/hyZMnsvUl/fxk4LXw1x07dkwAkGW7lfV7JBIEQcjHG9uJiIiIiIiIiIiIiIoNjolORERERERERERERJQNFtGJiIiIiIiIiIiIiLLBIjoRERERERERERERUTZYRCciIiIiIiIiIiIiygaL6ERERERERERERERE2WARnYiIiIiIiIiIiIgoGyyiExERERERERERERFlg0V0Ivpu7O3tsXz5ctl7kUiEv/76S2nxEBERkeKYx4mIiIom5nCi/MciOlExNWDAAIhEItnL2NgYrVq1wq1bt5QW0+vXr9G6dWulHZ+IiKioYB4nIiIqmpjDiYonFtGJirFWrVrh9evXeP36NU6dOgU1NTW0a9dOafFYWFhAU1NTaccnIiIqSpjHiYiIiibmcKLih0V0omJMU1MTFhYWsLCwQNWqVTF16lSEhYUhMjISAODp6YmyZctCR0cHpUuXxvTp05GSkiL7/M2bN9G4cWPo6elBX18fNWrUwLVr12TrL1y4gPr160NbWxu2trYYO3Ys4uLiso3n80fInj9/DpFIhP3796Nx48bQ0dFBlSpVcOnSJbnP5PYYRERExQXzOBERUdHEHE5U/LCITlRCxMbGYvv27XBycoKxsTEAQE9PD1u2bMG9e/ewYsUKbNq0CX5+frLP9O3bFzY2Nrh69SoCAwMxdepUqKurAwCePn2KVq1aoWvXrrh16xb27NmDCxcuYPTo0bmKy8fHB5MnT0ZQUBDKli2L3r17IzU1NV+PQUREVNQxjxMRERVNzOFExYRARMWSu7u7oKqqKujq6gq6uroCAMHS0lIIDAzM9jOLFy8WatSoIXuvp6cnbNmyJcttBw8eLAwbNkxu2fnz5wUVFRUhISFBEARBsLOzE/z8/GTrAQgHDhwQBEEQgoODBQDCL7/8Ilt/9+5dAYBw//59hY9BRERUHDGPExERFU3M4UTFE+9EJyrGGjdujKCgIAQFBeG///5Dy5Yt0bp1a4SEhAAA9uzZg7p168LCwgJisRjTpk1DaGio7PMTJ07EkCFD0KxZMyxcuBBPnz6Vrbt58ya2bNkCsVgse7Vs2RJSqRTBwcEKx1i5cmXZvy0tLQEAERER+XoMIiKiooh5nIiIqGhiDicqflhEJyrGdHV14eTkBCcnJ9SqVQu//PIL4uLisGnTJly6dAl9+/ZFmzZtcPjwYdy4cQM+Pj5ITk6WfX7WrFm4e/cu2rZti9OnT6NChQo4cOAAgPRH0oYPHy67MAgKCsLNmzfx+PFjODo6KhxjxiNpQPo4bQAglUrz9RhERERFEfM4ERFR0cQcTlT8qCk7ACIqOCKRCCoqKkhISEBAQADs7Ozg4+MjW5/xrfjnypYti7Jly2LChAno3bs3Nm/ejM6dO6N69eq4d+8enJycvlu8BXEMIiKiooJ5nIiIqGhiDicq+ngnOlExlpSUhPDwcISHh+P+/fsYM2YMYmNj0b59e5QpUwahoaHYvXs3nj59ipUrV8q+2QaAhIQEjB49GmfPnkVISAguXryIq1evonz58gDSZxMPCAjA6NGjERQUhMePH+PgwYP5OtFIQRyDiIiosGIeJyIiKpqYw4mKH96JTlSMHT16VDa2mZ6eHpydnbF37140atQIADBhwgSMHj0aSUlJaNu2LaZPn45Zs2YBAFRVVfHu3Tv0798fb968gYmJCbp06YLZs2cDSB8/zd/fHz4+Pqhfvz4EQYCjoyN69uyZb/EXxDGIiIgKK+ZxIiKiook5nKj4EQmCICg7CCIiIiIiIiIiIiKiwojDuRARERERERERERERZYNFdCIiIiIiIiIiIiKibLCITkRERERERERERESUDRbRiYiIiIiIiIiIiIiywSI6EREREREREREREVE2WEQnIiIiIiIiIiIiIsoGi+hERERERERERERERNlgEZ2IiIiIiIiIiIiIKBssohMRERERERERERERZYNFdCIiIiIiIiIiIiKibLCITkRERERERERERESUDRbRiYiIiIiIiIiIiIiywSI6EREREREREREREVE2WEQnIiIiIiIiIiIiIsoGi+hERERERERERERERNlgEZ2IiIiIiIiIiIiIKBssohMRERERERERERERZYNFdCIiIiIiIiIiIiKibLCITlSMbNmyBSKRCM+fP1d2KDl6/vw5RCIRlixZki/7e/PmDbp16wZjY2OIRCIsX748X/b7LUQiEWbNmqXQtrNmzYJIJPq+AREREREREVGWctN/+9y2bdvg7OwMdXV1GBgY5HtcOclrzESUNyyiEylg7dq12LJli7LDKHL++eefAknqEyZMwLFjx+Dl5YVt27ahVatW3/2YREREREREVHTkd//0wYMHGDBgABwdHbFp0yZs3Lgx3/adoaD61ET0dWrKDoCoKFi7di1MTEwwYMAAZYdSpPzzzz9Ys2bNd0/6p0+fRseOHTF58uTvepzvZdq0aZg6daqywyAiokIkLi4Ourq6yg6DiIio2Mipf5qQkAA1tdyVyM6ePQupVIoVK1bAyckpn6KUl98xE1He8U50oiIgPj5e2SEUahEREfn66FxiYiKkUmm+7S87cXFxAAA1NTVoaWl99+N9ThAEJCQkFOgxiYgoaxnDet27dw99+vSBoaEh6tWrBwDYvn07atSoAW1tbRgZGaFXr14ICwuTfXb06NEQi8VZXiv07t0bFhYWSEtLky37999/Ub9+fejq6kJPTw9t27bF3bt35T43YMAAiMVivHz5Ep06dYJYLIapqSkmT54st6+zZ89CJBLh7Nmzcp/PGLbty6f4Hjx4gG7dusHIyAhaWlqoWbMm/v7777yeNiIionyjpaWV64J0REQEABT4MC4Z8hJzcZTRryb63lhEJ6XI6Cw+evQIP/74IyQSCUxNTTF9+nQIgoCwsDB07NgR+vr6sLCwwNKlS2WfTU5OxowZM1CjRg1IJBLo6uqifv36OHPmjNwxZs6cCRUVFZw6dUpu+bBhw6ChoYGbN28qFKu9vT3u3r0Lf39/iEQiiEQiNGrUSLb+2bNn6N69O4yMjKCjo4M6dergyJEjcvvIbqzyrDqfjRo1QsWKFREYGIgGDRpAR0cH3t7eCsWanfzsMAPAu3fv0K9fP+jr68PAwADu7u64efOmXId5wIABWLNmDQDIzltW435v3LgRjo6O0NTURK1atXD16lWF25VxXgVBwJo1azIdQ5GfTcbPYPfu3Zg2bRqsra2ho6OD6OhohWJISkrChAkTYGpqCj09PXTo0AEvXrzItF1OBZIvx0SvWLEiGjdunGkfUqkU1tbW6Natm9yy5cuXw8XFBVpaWjA3N8fw4cPx4cMHuc/a29ujXbt2OHbsGGrWrAltbW1s2LABAHDixAnUq1cPBgYGEIvFKFeu3Df/zhERUe51794d8fHxWLBgAYYOHYr58+ejf//+KFOmDJYtW4bx48fj1KlTaNCgAT5+/AgA6NmzJ+Li4jLlt/j4eBw6dAjdunWDqqoqgPRxW9u2bQuxWIxFixZh+vTpuHfvHurVq5fpGiUtLQ0tW7aEsbExlixZgoYNG2Lp0qV5flT97t27qFOnDu7fv4+pU6di6dKl0NXVRadOnXDgwIE87ZOIiEqGmJgYjB8/Hvb29tDU1ISZmRmaN2+O69evAwDOnz+P7t27o1SpUtDU1IStrS0mTJggd9PQ1/qnX44v/rVj2tvbY+bMmQAAU1NTuc8fPHgQbdu2hZWVFTQ1NeHo6Ii5c+dm6lcDwJUrV9CmTRsYGhpCV1cXlStXxooVK/IUMwDcuHEDrVu3hr6+PsRiMZo2bYrLly/LbZPRj7548SImTpwIU1NT6OrqonPnzoiMjFT456LIeVKknRlOnz4tq1sYGBigY8eOuH//vtw2OfWrga/ffED0LfiVFSlVz549Ub58eSxcuBBHjhzBvHnzYGRkhA0bNqBJkyZYtGgRduzYgcmTJ6NWrVpo0KABoqOj8csvv6B3794YOnQoYmJi8Ouvv6Jly5b477//ULVqVQDpQ2QcOnQIgwcPxu3bt6Gnp4djx45h06ZNmDt3LqpUqaJQjMuXL8eYMWMgFovh4+MDADA3NweQPqGlm5sb4uPjMXbsWBgbG2Pr1q3o0KED9u3bh86dO+fpvLx79w6tW7dGr1698OOPP8qOlxfbtm2Du7s7WrZsiUWLFiE+Ph7r1q1DvXr1cOPGDdjb28u2zegw165dG0uWLMHJkyexdOlSODo6YuTIkQDSi7bt27fHf//9h5EjR8LZ2RkHDx6Eu7u73HGHDx+OV69e4cSJE9i2bVuWse3cuRMxMTEYPnw4RCIRfv75Z3Tp0gXPnj2Durr6V9vWoEEDbNu2Df369UPz5s3Rv39/2brc/mzmzp0LDQ0NTJ48GUlJSdDQ0FDo/A4ZMgTbt29Hnz594ObmhtOnT6Nt27bZbt+9e3eUKVMGCxYsgCAIWW7Ts2dPzJo1C+Hh4bCwsJAtv3DhAl69eoVevXrJlg0fPhxbtmzBwIEDMXbsWAQHB2P16tW4ceMGLl68KHceHz58iN69e2P48OEYOnQoypUrh7t376Jdu3aoXLky5syZA01NTTx58gQXL15UqP1ERJR/qlSpgp07dwIAQkJC4OjoiHnz5sl9sdmlSxdUq1YNa9euhbe3N+rVqwdra2vs2bMH3bt3l2135MgRxMXFoWfPngCA2NhYjB07FkOGDJErhLu7u6NcuXJYsGCB3PLExET07NkT06dPBwCMGDEC1atXx6+//iq7JsiNcePGoVSpUrh69So0NTUBAKNGjUK9evXg6emZ52smIiIq/kaMGIF9+/Zh9OjRqFChAt69e4cLFy7g/v37qF69Ovbu3Yv4+HiMHDkSxsbG+O+//7Bq1Sq8ePECe/fuBaBY/zQ3x1y+fDl+//13HDhwAOvWrYNYLEblypUBpBepxWIxJk6cCLFYjNOnT2PGjBmIjo7G4sWLZcc4ceIE2rVrB0tLS4wbNw4WFha4f/8+Dh8+jHHjxuU65rt376J+/frQ19fHTz/9BHV1dWzYsAGNGjWCv78/ateuLbf9mDFjYGhoiJkzZ+L58+dYvnw5Ro8ejT179uTbz0aRdgLAyZMn0bp1a5QuXRqzZs1CQkICVq1ahbp16+L69etydQsg6371/PnzMX36dPTo0QNDhgxBZGQkVq1ahQYNGuDGjRtKe2KAihGBSAlmzpwpABCGDRsmW5aamirY2NgIIpFIWLhwoWz5hw8fBG1tbcHd3V22XVJSktz+Pnz4IJibmwuDBg2SW3779m1BQ0NDGDJkiPDhwwfB2tpaqFmzppCSkpKreF1cXISGDRtmWj5+/HgBgHD+/HnZspiYGMHBwUGwt7cX0tLSBEEQhM2bNwsAhODgYLnPnzlzRgAgnDlzRrasYcOGAgBh/fr1uYoxq+PExMQIBgYGwtChQ+W2Cw8PFyQSidxyd3d3AYAwZ84cuW2rVasm1KhRQ/b+zz//FAAIy5cvly1LS0sTmjRpIgAQNm/eLFvu4eEhZPXfTHBwsABAMDY2Ft6/fy9bfvDgQQGAcOjQoVy1G4Dg4eEht0zRn03Gz6B06dJCfHx8ro4bFBQkABBGjRolt7xPnz4CAGHmzJmyZRm/87179860n4x1GR4+fCgAEFatWiW33ahRowSxWCyL8/z58wIAYceOHXLbHT16NNNyOzs7AYBw9OhRuW39/PwEAEJkZGSu2k5ERPknIw/4+/vLli1btkwQiUTC48ePhcjISLlX+fLlhWbNmsm2HT9+vKCtrS3ExMTIlnXt2lWwtrYWpFKpIAiCsH//fgGAcPr06Uz7a9GiheDk5CT7bMY1QUREhFycY8eOFQwNDWXvs7qOEYRPeT7jmuDdu3eCSCQS5s6dm+nYs2fPFgAIL168+ObzSERExZNEIsnU3/tcVv04X19fQSQSCSEhIbJl2fVPBUHI1H/72jEF4VP+/rIvlVU8w4cPF3R0dITExERBENLrGg4ODoKdnZ3w4cMHuW0zcnduY+7UqZOgoaEhPH36VLbs1atXgp6entCgQQPZsoy6QbNmzeSONWHCBEFVVVX4+PFjju3+3NfOk6LtrFq1qmBmZia8e/dOtuzmzZuCioqK0L9/f9my7PrVz58/F1RVVYX58+fLLb99+7agpqaWaTlRXnA4F1KqIUOGyP6tqqqKmjVrQhAEDB48WLbcwMAA5cqVw7Nnz2TbZdwlLJVK8f79e6SmpqJmzZqZHhmqWLEiZs+ejV9++QUtW7bE27dvsXXr1nwbN+yff/7BDz/8IPf4kFgsxrBhw/D8+XPcu3cvT/vV1NTEwIEDvzm+EydO4OPHj+jduzfevn0re6mqqqJ27dqZhsAB0r9J/lz9+vVl5x4Ajh49CnV1dQwdOlS2TEVFBR4eHrmOr2fPnjA0NJQ7FgC54+VVbn827u7u0NbWzvUxAGDs2LFyy8ePH5/tZ748v1kpW7YsqlatKncHQFpaGvbt24f27dvL4ty7dy8kEgmaN28u9/OtUaMGxGJxpp+vg4MDWrZsKbcs49v4gwcPFsg48ERElD0HBwfZvx8/fgxBEFCmTBmYmprKve7fvy8bhxVIz6cJCQmy8cVjY2Pxzz//oHv37rLHvh8/fgwAaNKkSab9HT9+XG5/QPo4q6ampnLLDA0NMw0XpognT55AEARMnz4907EzHoX/8vhEREQZDAwMcOXKFbx69SrL9Z/34+Li4vD27Vu4ublBEATcuHHjuxwzJ5/HExMTg7dv36J+/fqIj4/HgwcPAKQPuxIcHIzx48dnukM6q2FQvyYtLQ3Hjx9Hp06dULp0adlyS0tL9OnTBxcuXMg0ZOmwYcPkjlW/fn2kpaUhJCRE4eN+7Twp0s7Xr18jKCgIAwYMgJGRkWx95cqV0bx5c1m/+3Nf9qv3798PqVSKHj16yPWNLSwsUKZMmSxrH0S5xeFcSKlKlSol914ikUBLSwsmJiaZlr979072fuvWrVi6dCkePHiAlJQU2fLPO58ZpkyZgt27d+O///7DggULUKFChXyLPyQkJNMjUQBQvnx52fqKFSvmer/W1tYKDyeSk887zFnR19eXe69IhzkkJASWlpbQ0dGR2y4vs5F/+fPPKKjnpYP+pdz+bLL63VHkGCoqKnB0dJRbXq5cuWw/o+hxevbsCW9vb7x8+RLW1tY4e/YsIiIiZI/lA+k/36ioKJiZmWW5jy8LElkdu2fPnvjll18wZMgQTJ06FU2bNkWXLl3QrVs3qKjwe1YiooL0eadbKpVCJBLh33//lY1p/jmxWCz7d506dWBvb48//vgDffr0waFDh5CQkCCXMzK+KN22bZvcUGEZvrzBIKtjfim7Tv6XY75mHHvy5MmZvszNkJfrCCIiKhl+/vlnuLu7w9bWFjVq1ECbNm3Qv39/WbE4NDQUM2bMwN9//52pLxkVFfVdjpmTu3fvYtq0aTh9+nSmwnVGPE+fPgWAPNULshIZGYn4+Pgs+6Lly5eHVCpFWFgYXFxcZMvzoz/+tfOkSDszivbZxX7s2DHExcVBV1dXtvzLvu3nNx9kRZHhYom+hkV0UqqsOmjZddqE/49ztX37dgwYMACdOnXClClTYGZmBlVVVfj6+sr+g/7cs2fPZMXk27dv52P0ilO0k5kht3dEZ+d7dJjz09d+1gUpv855fh2nZ8+e8PLywt69ezF+/Hj88ccfkEgkaNWqlWwbqVQKMzMz7NixI8t9fPmFSFbH1tbWxrlz53DmzBkcOXIER48exZ49e9CkSRMcP368wH8niIgonaOjIwRBgIODA8qWLfvV7Xv06IEVK1YgOjoae/bsgb29PerUqSO3PwAwMzNDs2bN8iXGjM52xiSnGb68gy2jI62urp5vxyYiopKjR48eqF+/Pg4cOIDjx49j8eLFWLRoEfbv348WLVqgefPmeP/+PTw9PeHs7AxdXV28fPkSAwYMyPPTtjkds3Xr1tl+7uPHj2jYsCH09fUxZ84cODo6QktLC9evX4enp2ehevo3P/rjeT1P3+rLvm1ubj4gyiveZkhFzr59+1C6dGns378f/fr1Q8uWLdGsWTMkJiZm2lYqlWLAgAHQ19eHt7c3du3ahf379+f6mNkVwe3s7PDw4cNMyzMe0bKzswOgeCczv33ZYf7y1ahRo1zv087ODq9fv0Z8fLzc8idPnmTaNi+PoeUXRX8233oMqVSa6cubrI6bWw4ODvjhhx+wZ88epKamYv/+/ejUqZNsMjYg/ef77t071K1bN8ufr6KT56qoqKBp06ZYtmwZ7t27h/nz5+P06dN85I2ISIm6dOkCVVVVzJ49O1NnVhAEuSf0gPQvX5OSkrB161YcPXoUPXr0kFvfsmVL6OvrY8GCBXJP8WWIjIzMdYx2dnZQVVXFuXPn5JavXbtW7r2ZmRkaNWqEDRs24PXr1/lybCIiKlksLS0xatQo/PXXXwgODoaxsTHmz5+P27dv49GjR1i6dCk8PT3RsWNHNGvWDFZWVpn2kdv+aXbHzMnZs2fx7t07bNmyBePGjUO7du3QrFkzuWFMgU999Tt37uS4P0VjNjU1hY6OTrZ9YBUVFdja2iq0r9zK6Twp0s6Mvnl2sZuYmMjdhZ6Vz28+yKpv/PmNBUR5xSI6FTkZ3yp+3qG8cuUKLl26lGnbZcuWISAgABs3bsTcuXPh5uaGkSNH4u3bt7k6pq6ubqYCOAC0adMG//33n9yx4+LisHHjRtjb28uGjslIHJ93MtPS0rBx48ZcxZFb36PD3LJlS6SkpGDTpk2yZVKpFGvWrMm0bUaiy+rcfW+K/my+RcY36ytXrpRbvnz58m/eN5BeELl8+TJ+++03vH37Vu6xfCD9W/+0tDTMnTs302dTU1MVOu/v37/PtKxq1aoAgKSkpDzFTURE387R0RHz5s3Dzp07Ua9ePSxevBjr16+Hp6cnypUrh82bN8ttX716dTg5OcHHxwdJSUmZcoa+vj7WrVuH8+fPo3r16pg/fz42btyIadOmoVq1apg9e3auY5RIJOjevTtWrVqFSZMmYe3atWjTpg2eP3+eads1a9ZAEARUqlQJXl5e2LRpE+bNm4e2bdvy7nQiIspWWlpapiFZzMzMYGVlhaSkpCzrA4IgYMWKFZn2pWj/9GvHzElW8SQnJ2f6grl69epwcHDA8uXLM8Xz+WcVjVlVVRUtWrTAwYMH5fLwmzdvZNcSXw7n+q0UOU+KtNPS0hJVq1bF1q1b5ba5c+cOjh8/jjZt2nw1ltzefECUFxzOhYqcdu3aYf/+/ejcuTPatm2L4OBgrF+/HhUqVEBsbKxsu/v372P69OkYMGAA2rdvDwDYsmULqlatilGjRuGPP/5Q+Jg1atTAunXrMG/ePDg5OcHMzAxNmjTB1KlTsWvXLrRu3Rpjx46FkZERtm7diuDgYPz555+yMaVdXFxQp04deHl54f379zAyMsLu3buRmpqavyfnCxkd5n79+qF69ero1asXTE1NERoaiiNHjqBu3bpYvXp1rvbZqVMn/PDDD5g0aRKePHkCZ2dn/P3337Ji7OfflNeoUQNA+sSbLVu2hKqqKnr16pV/DcyBoj+bb1G1alX07t0ba9euRVRUFNzc3HDq1Kks78rPix49emDy5MmYPHkyjIyMMhUZGjZsiOHDh8PX1xdBQUFo0aIF1NXV8fjxY+zduxcrVqxAt27dcjzGnDlzcO7cObRt2xZ2dnaIiIjA2rVrYWNjIzcpKxERFbypU6eibNmy8PPzkxW5bW1t0aJFC3To0CHT9j179sT8+fPh5OSE6tWrZ1rfp08fWFlZYeHChVi8eDGSkpJgbW2N+vXr53lC81WrViElJQXr16+HpqYmevTogcWLF2ca+7RChQq4du0aZs+ejS1btuDdu3cwMzNDtWrVMGPGjDwdm4iIir+YmBjY2NigW7duqFKlCsRiMU6ePImrV69i6dKlcHZ2hqOjIyZPnoyXL19CX18ff/75Z5bjeivaP/3aMXPi5uYGQ0NDuLu7Y+zYsRCJRNi2bVumwq6KigrWrVuH9u3bo2rVqhg4cCAsLS3x4MED3L17F8eOHctVzAAwb948nDhxAvXq1cOoUaOgpqaGDRs2ICkpCT///PPXT3YuKXKeFG3n4sWL0bp1a7i6umLw4MFISEjAqlWrIJFIMGvWrK/GknHzgZeXF54/f45OnTpBT08PwcHBOHDgAIYNG4bJkyfn+zmgEkYgUoKZM2cKAITIyEi55e7u7oKurm6m7Rs2bCi4uLgIgiAIUqlUWLBggWBnZydoamoK1apVEw4fPiy4u7sLdnZ2giAIQmpqqlCrVi3BxsZG+Pjxo9y+VqxYIQAQ9uzZo3C84eHhQtu2bQU9PT0BgNCwYUPZuqdPnwrdunUTDAwMBC0tLeGHH34QDh8+nGkfT58+FZo1ayZoamoK5ubmgre3t3DixAkBgHDmzJks25pbmzdvFgAIwcHBcsvPnDkjtGzZUpBIJIKWlpbg6OgoDBgwQLh27Zpsm+zOfcbP6nORkZFCnz59BD09PUEikQgDBgwQLl68KAAQdu/eLdsuNTVVGDNmjGBqaiqIRCLZfoKDgwUAwuLFizMdD4Awc+bMXLUbgODh4ZFpuSI/mzNnzggAhL179+bqmBkSEhKEsWPHCsbGxoKurq7Qvn17ISwsLFM7svud/3xdVurWrSsAEIYMGZJtDBs3bhRq1KghaGtrC3p6ekKlSpWEn376SXj16pVsGzs7O6Ft27aZPnvq1CmhY8eOgpWVlaChoSFYWVkJvXv3Fh49epSLs0BERERERJT/kpKShClTpghVqlQR9PT0BF1dXaFKlSrC2rVrZdvcu3dPaNasmSAWiwUTExNh6NChws2bNwUAwubNm2XbZdc/FQT5fqgixxSE7Pt4Fy9eFOrUqSNoa2sLVlZWwk8//SQcO3YsU99fEAThwoULQvPmzWXHqVy5srBq1apcx5zh+vXrQsuWLQWxWCzo6OgIjRs3FgICAuS2yagbXL16VW55Rt/4yxizo+h5UqSdgiAIJ0+eFOrWrStoa2sL+vr6Qvv27YV79+7JbZNTv1oQBOHPP/8U6tWrJ+jq6gq6urqCs7Oz4OHhITx8+FChNhHlRCQISpjBj4iKnb/++gudO3fGhQsXULduXWWHQ0RERERERERElC9YRCeiXEtISJCbDTstLQ0tWrTAtWvXEB4enmmmbCIiIiIiIiIioqKKY6JTiRYZGYm0tLRs12toaMDIyKgAI8pabGys3HjvWTE1NZVNYvK9jRkzBgkJCXB1dUVSUhL279+PgIAALFiwIN8K6MnJyVlOevk5iUTy3Qr24eHhOa7X1taGRCL5LscmIiIiIiIiUpbCVoMgKgx4JzqVaPb29ggJCcl2fcOGDXH27NmCCygbs2bNkk0olp3g4GDY29sXSDw7d+7E0qVL8eTJEyQmJsLJyQkjR47E6NGj8+0YZ8+eRePGjXPcZvPmzRgwYEC+HfNzn0+QmhV3d3ds2bLluxybiIiIiIiISFkKWw2CqDBgEZ1KtIsXLyIhISHb9YaGhrLZsJXp2bNnePbsWY7b1KtXD1paWgUU0ff34cMHBAYG5riNi4sLLC0tv8vxT548meN6KysrVKhQ4bscm4iIiIiIiEhZSmINguhrWEQnIiIiIiIiIiIiIsqGirIDICIiIiIiIiIiIiIqrDixKACpVIpXr15BT0/vq+MgExER5TdBEBATEwMrKyuoqPD77dxgDiciImVjHs875nEiIlKm3ORwFtEBvHr1Cra2tsoOg4iISriwsDDY2NgoO4wihTmciIgKC+bx3GMeJyKiwkCRHM4iOgA9PT0AQNgvv0BfR0fJ0RARUUkhlabh6vljmH32LC4+fCHLR6S4jHM26+AslLUqq+RoiIioJEmLj8ON33bhdVAYdt18zDyeBxnnbMm/S2BlYqXkaIiIqCRJiniNg/M24q9LDxXK4SyiA7LHxvTFYhbRiYjou3sfEwMDHW2E3jyHVHMp+s4fjIvdZvMx5jzIOGfaYm2I9cRKjoaIiEqCmI8x0NYQIeVqAAaZ2sKsR2PsujmdeTwPMs6ZjliHeZyIiL67lOQUpKakQhT7HnpXr2NW3Qb469JDhXI4B2wjIiIqQKdu3oTD0KHYuPMX3JdGIKZhHWhalVJ2WERERKSAP9b/AY+2oxCyex8qvhHgWK0pNHV5BzoREVFhl5KcAt8xvpg1aBpEx87CJdUQparUV/jzLKITEREVkOM3bqDd3LmIjo/H1lu3ENPQFdrW9soOi4iIiBSwe+1ubF++HR/fRSH8ahgcqzeDlp6BssMiIiKir0hOSsaC0Qtwzf8ant59BpVXaShVrRFU1TUU3geHcyEiIioARwMD0WnBAiSlpKBWWSuMWTEZ2tZ2yg6LiIiIvkIQBOxatQu71+4GAIyvXwOzh42Dpq6+kiMjIiKir0lKTMICjwW4cfEGNNVU8VvvDujUsQ9UVNWAlFSF98MiuoKkAJJVVQGOc0f0dYIAdakUqoKg7EiICoUjV6+ii68vklNTUaecDcau9oTYlgX0giQSRFARVCAC8zjR1wgQIBVJIYiYx4kEQcCOFTvwx/o/AACTGtbC/BEsoBc05nEixTGPE32SlJCEeaPm4ealm9BSV8OW3h3RvXPf9AJ6LrGIroBkFRUEm5hAqsbTRaQwqRQGsbGwiI3lpS6VaH9fuYJuixYhJTUVbuVtMXq1J8TWHAO9wAiAOEUMsVQMFRFHsSNSlFSQIlYlFrHqsWAip5JKEAT8vux3/LnpTwCAZ+MfMGfEeGhocwLMAsM8TpQnzONEQGJ8IuaOmIvb/92GtoYatvbuhK6d+uSpgA6wiP5VAoDX+vpQFYtha2ICFd6JTvRVgiAgPjkZEW/fAgAsY2OVHBGR8hy/fh0pqamo51IKo1b+xAJ6AROniGEAA5iYm0BDS0OhWdeJSjpBEJCcmIy3kW+BFCBWg3mcSqbkxGQEXbgOAPBpWgczho1lAb2AMY8T5R7zOFG6yNeRCL7/FNoaatj+Yxd0at8rzwV0gEX0r0pVUUG8tjasDA2ho6mp7HCIigzt//+9RKSmwiwujkO7UImUlpKMcVXtINKog3rj+kPHykbZIZUoIkEEsVQME3MT6BnoKTscoiJFUys9j6e+SUWcEMdHwqlEUkmOx4xuP+BtkD3G9BsOdS0dZYdUojCPE+Ud8zgRYKyWhIU968NaMETH9r0gUvm2J5pYRP+KNJEIEImgwaFciHJNR0MDUFFBiooKVNPSlB0OUYHxv3MHtR1L4+VNf9zXjkXDKYOgaWKh7LBKHBVBBSoiFWhoKT7jOhF9oqGlARWRClQEFaSJmMepZBAEAbeu3EJ5ZxuITp9B7WQ9lO7XmQV0JWAeJ/o2zONUEsXFxOHV81ew0RPB4MJVuNm4wKZqg28uoAMABxX7mv8/LsaHxohyT/a4JR+7pBJkx9mzaOLjg84zvXFTIxrJTRqygK4kGZOP8dFvorwRya6D+TdEJYNUKsW62eswfcB0/Dt3DSpGaaB0jWbFsoC+bt06VK5cGfr6+tDX14erqyv+/fdf2frExER4eHjA2NgYYrEYXbt2xZs3b+T2ERoairZt20JHRwdmZmaYMmUKUlNT8y1G5nGib8M8TiVNbHQsZgyaAZ/+3ni56x9U0LDOtwI6wCI6FTGzFi5E1fr1lR0GEVGWtp46hX5+fpAKAtJ0VZDWtBE0TcyVHRZRobFw3kLUr808TkSFj1QqxdqZa3F091GIREAZiOFQTAvoAGBjY4OFCxciMDAQ165dQ5MmTdCxY0fcvXsXADBhwgQcOnQIe/fuhb+/P169eoUuXbrIPp+Wloa2bdsiOTkZAQEB2Lp1K7Zs2YIZM2Yoq0lUAJjHiaiwivkYgxkDZ+Dx7cfQgAAXXRvYVK6XbwV0gEX0YmvAqFEQGRpCZGgIdVNTmJcti+adO+O37dshlUpzta8tO3fCwM4uX+Jq1K6dLC4tCwtUqFMHa3/5ReHPTx49GqcOHszVMe0rV8bydetyGyoRUa78duIEBq5cCUEQ0KJWGQxd7gktUxbQKW9GDR0FQ21DGGobwlTPFGXtyqJz287YvjX3eXzntp2ws8ifPN6uRTtZXBYGFqhTrQ5+2aB4Hh89fjQO/pO7PF65XGWsW8U8TkTfT1paGlb5rMLxvcehIhJhcbvGmDRgVLEtoANA+/bt0aZNG5QpUwZly5bF/PnzIRaLcfnyZURFReHXX3/FsmXL0KRJE9SoUQObN29GQEAALl++DAA4fvw47t27h+3bt6Nq1apo3bo15s6dizVr1iA5OVnJrVM+5vFPmMeJ6HuL/hCNaQOn4cndJ5DoaOLPQX3RvEWnfC2gAyyiF2utmjbF6wcP8PzmTfy7dy8a16uHcV5eaNezZ74+ZpdbQ93d8frBA9y7fBk9OnWCx5Qp2LVvn0KfFYvFMDYy+s4REhHlzsajRzF41SoIgoDWtcth6IqpLKDTN2vaoikeBD/AzQc3sfevvajXsB68JnuhZxfl5nH3Qe54EPwAl29cRqeunTBl/BTs26N4HjcyZh4nosIjLS0NK71X4tSBU1BREWFphyYY138k1DS1lB1agUlLS8Pu3bsRFxcHV1dXBAYGIiUlBc2aNZNt4+zsjFKlSuHSpUsAgEuXLqFSpUowN/90vdOyZUtER0fL7mbPSlJSEqKjo+VexRXzOBHR9xf1PgrTBkxD8P1gGOhoYv+QH9G0ecd8L6ADLKJ/d1FRwIuXWY8/9eKlCFFR3+/YmpqasDA3h7WVFapXqQLvSZNwcMcO/HvyJLbs3CnbbtmaNajk5gZda2vYurhg1KRJiI2NBQCcvXABAz08EBUdLbuDfNbChQCAbbt3o2bjxtCztYVFuXLoM2QIIiIjvxqXjrY2LMzNUdreHrOmTkUZR0f8/f/x90LDwtCxTx+IbWygX6oUegwciDcREbLPfjmcy4BRo9Cpb18sWbUKls7OMC5dGh6TJyMlJQVA+p3vIWFhmODtLYsfAEJCQ9G+Vy8Y2ttD19oaLq6u+Of48W8840RUEm08ehTD164FALR1c8ag5Z7QNDJVclSUX6KigJcvss7jL1985zyuoQlzC3NYWVuhSrUqmPTTJOzYuwMnj53Ezm2f8viaFWvgVtMN1sbWcHFywaRxn/L4hXMX4DHMA9FR0bI7zxbOS8/ju3fuRuO6jWFraoty9uUwxH0IIiO+nse1tbVhbmEOewd7TJ02FY5Ojvj3SHoeDwsNQ5/ufWBjYoNSZqUwsO9ARLz5lMe/fAx81NBR6Nu9L1b5rYKzgzNKW5fG5PGf8ni7Fu0QFhoG75+8ZfEDQGhIKHp17QV7S3tYG1vDtborjh9lHiei3BEEAcs9l+PMwTNQURFheYdmGP3j8BJTQL99+zbEYjE0NTUxYsQIHDhwABUqVEB4eDg0NDRgYGAgt725uTnCw8MBAOHh4XIF9Iz1Geuy4+vrC4lEInvZ2trmb6O+wDyeGfM4ERUX0R+iMc19Gp4/fA4jXS38Naw/mjT7PgV0gEX07yoqCmjVXYyG7cQI+yJxh70QoWE7MVp1F3/XxP2lJg0aoErFith/6JBsmYqKClYuWoS7ly5h67p1OH3+PH6aORMA4PbDD1ju6wt9PT28fvAArx88wOTRowEAKampmOvtjZvnz+Ov7dvxPDQUA0aNynVM2lpaSE5JgVQqRce+ffH+wwf4Hz6ME/v349nz5+g5aFCOnz9z/jyeBgfjzN9/Y+vatdiya5fsS4L927bBxsoKc7y9ZfEDgMeUKUhKTsa5I0dw++JFLJo5E2Jd3VzHTkTkYGIMLTVVtK9XAQOW/gRNQxNlh0T5JCoK6N5BjHYtxHgRJp/HX4SJ0K6FGN07FGweb9CoASpWrohDB+Xz+KKli3Dp+iWs+2Udzp89j5k+6Xn8hzo/wHexL/T09fAg+AEeBD/A6PHpeTw1JRXeM7xx/r/z2L5nO0JDQjFqWO7zuJa2FlKS0/N43x598eH9Bxw+fhj7D+/H8+fPMahfznn8/LnzCA4Oxt9H/8baTWuxa9suWXFh2+5tsLK2gvcMb1n8ADBlwhQkJyXjyIkjuHjtImbOmwldMfM4EeWOSCSCtZURVFVEWNWpBUb1KzkFdAAoV64cgoKCcOXKFYwcORLu7u64d+/edz2ml5cXoqKiZK+wsLDvdizmccUwjxNRUaWtqw1jA20Yi7VxYNgANGzS/rseT+277r2Ei4kVISJShGfPVdGovRhnD8XC1kZA2AsRGrUX49lzVQBpiIkVQSIRCiwu5zJlcOuzi6PxI0fK/m1fqhTm+fhgxMSJWLt0KTQ0NCDR14dIJILFF3caDPrxR9m/S9vbY+WiRajVpAliY2MhFou/GkdaWhp27duHW3fvYpi7O075++P2vXsIDgqCrY0NAOD3devg4uqKq9evo1b16lnux9DAAKsXL4aqqiqcy5ZF2xYtcMrfH0Pd3WFkaAhVVVXoicVy8Ye+eIGuHTqgkouLLH4iotxKTohFqcRXWDy2PSx7dIKGAR9vLU5iY0SIjBThebAq2rcU49CxWNjYCngRJkL7lmI8D07P47ExBZvHy5Qtg3t3PuXxkWM+5fFSdqXgM9MHE8dOxNIV6XlcX5Kex80t5PP4j+6f8ri9gz0WLV2EJvVyl8f3/bEPd2/fhfsgd/if8ce9O/cQdD8INrbpeXzdL+vgWt0V169dR/WaWedxAwMDLPZLz+Nly5VFi1Yt4H/GH+6D3GFolJ7HxWKxXPwvwl6gQ6cOcKnoIoufiCi3kiJeo5e1LgYO7YXGLbpCVV1D2SEVKA0NDTg5OQEAatSogatXr2LFihXo2bMnkpOT8fHjR7m70d+8eQMLCwsAgIWFBf777z+5/b1580a2LjuamprQ1NTM55ZkjXk8Z8zjRFTUJT97gAWNKsGwSTP8ULfFdz8e70T/jmysBZw9FIvS9mmyQnrAFVVZAb20fRrOHoqFjXXBJWwAEJB+10WGk2fPomnHjrCuUAF6trboN2IE3r1/j/j4+Bz3ExgUhPa9eqFUxYrQs7VFw3btAKQXqHOy9tdfIbaxgbalJYaOH48Jo0Zh5ODBuP/oEWytrWUFdACo4OwMA4kE9x89ynZ/Ls7OUFVVlb23NDdHxNu3OcYwdvhwzFuyBHVbtsRMX1/cunMnx+2JiD635sgRBD16gGfXTuKOUSqsenVhAb0YsrYRcOhYLOwd0mQd8CuXVGUdb3uHNBw6Fgtrm4LN4xDk8/jZ02fRsXVHVChdAbamthgxeATev/t6Hg+6HoReXXuhYpmKsDW1RbsW6Xn8RVjOefzXjb/CxsQGloaWGD9qPEaNGYXBwwbj0YNHsLaxlnW8AcC5vDMkBhI8eph9HneuIJ/HzS3M8TYy5zw+fNRwLFm4BC0bt4TvXF/cuc08TkSKSUlOwfYV2/Eh+Cm0Tp+DS7KkRBbQsyKVSpGUlIQaNWpAXV0dp06dkq17+PAhQkND4erqCgBwdXXF7du3EfHZ0JsnTpyAvr4+KlSoUOCxZ4V5PGvM40RUlL0Nf4s/1v+BmHs3YX75NiobOxdIAR1gEf27s7WRL6TXbaUnV0C3LeiEDeD+w4dwKFUKAPA8NBTtevVCZRcX/Ll1KwLPnMGaxYsBAMn/H8csK3FxcWjZtSv09fSwY+NGXD11Cge2bfvq5wCgb/fuCDp3DsFBQYh7+RLL5s+HyjeMV6Suri73XiQSfXXG8yH9++PZjRvo17Mnbt+7h5pNmmDVxo15joGISo6F+/Zh9IYNaDZjJgK04iFq0hTq+gbKDou+Extb+Q54qyZ6ch1vG9uCz+MPHz5EKfv0PB4aEopeXXrBpaILtu7aijMBZ7B4eXoeT0nOOY937dAVenp62Lh5I05dOIVte7Z99XMA0L1Xd5y7cg5B94Pw8t1LzP/5G/O4Wu7zeP+B/XHj3g307NMT9+7cQ5O6TbBxLfM4UVESF6OGt+FZD53yNlwLcTH5/9B0SnIKFo1bhD/W/QE/j0WokGIAu+qNS2QB3cvLC+fOncPz589x+/ZteHl54ezZs+jbty8kEgkGDx6MiRMn4syZMwgMDMTAgQPh6uqKOnXqAABatGiBChUqoF+/frh58yaOHTuGadOmwcPDo8DuNFcE83hmzONEVFRFvoqEdz9vbF++HWeW70V5o7KwrFCrwI7PInoBsLURsG29/LfI29bHK6WAfvrcOdy+dw9dO3QAkH43uVQqxdJ581CnVi2UdXLCqy8mgtFQV0faF0nwwePHePf+PRbOnIn6bm5wLltWoUlFAUCirw+n0qVhbWUll6zLly2LsJcvEfbZnez3HjzAx6goVChXLq9NhoaGBtLS0jItt7WxwYhBg7B/2zZM8vDApq1b83wMIioZ5u3ZA6/ffwcANK1bDoYd2rGAXgLY2ApY/6t8Hl//a7xSOt7nzp7DvTv30KFTeh4Pup6ex+ctmodatWvBqYwTwl/L53F1dXVI0+Tz+OOHj/H+3XvMnDsTbvXcULZcWUQqmMf19fVR2rE0rKzl83hZ57J4+eKl3B1wD+4/QNTHKJRzzv88bmNrg0FDB2Hbnm3wGOeBrZuZx4mKirgYNcwaUhve/dwQ+Vq+kB75Wgve/dwwa0jtfC2kJyclw3eML/478x801FQxofYPJbaADgARERHo378/ypUrh6ZNm+Lq1as4duwYmjdvDgDw8/NDu3bt0LVrVzRo0AAWFhbYv3+/7POqqqo4fPgwVFVV4erqih9//BH9+/fHnDlzlNWkbDGPy2MeJ6Ki6M2LN/Dq54XwsHBYGehiWN3GsHCuWaAxsIheAMJeiNBvhI7csn4jdDJNNprfkpKSEP7mDV6+eoXrN29iwdKl6Ni3L9q1bIn+vXoBAJwcHJCSkoJVGzfi2fPn2LZ7N9Zv3iy3H/tSpRAbG4tT/v54++4d4uPjUcrGBhoaGrLP/f3PP5i7ZMk3xdusUSNUqlABfYcNw/WbN/FfYCD6jxyJhnXroma1anner32pUjgXEICXr17h7bt3AIDxXl44duoUgkNCcP3mTZy5cAHlv6FQT0TFmyAImLVzJ6bv2AEA6NWqOnr6Toaanr6SI6OC8CJMhBGD5fP4iME6mSYpy29JyUl4E/4Gr16+ws0bN7H056Xo270vWrZpiV590/O4g2N6Ht+4diOeBz/H7p27sXmTfB4vZZeex/3P+OPd2/Q8bmObnsc3rkv/3D+H/8ES32/L442aNEKFihUwbOAw3LxxE4FXAzFyyEjUrV8X1WrkPY+XsiuFgIsBePXyFd69Tc/jXpO9cOrEKYQ8D8HNGzdxwf8CyjGPExUZCXFqiHqvifAwXfj0/1RIj3ytBZ/+bggP00XUe00kxOVPET0pMQnzPebjmv81aKqp4tee7fFjjwEltoAOAL/++iueP3+OpKQkRERE4OTJk7ICOgBoaWlhzZo1eP/+PeLi4rB///5MY53b2dnhn3/+QXx8PCIjI7FkyRKoqRW+adeYxxXDPE5EhVV4WDi8+3sj4mUErA3FODR6OGq5Ni3wOFhE/84+n0S0tH0aLh6NkRsj/XsW0o+eOgVLZ2fYV6mCVt264cyFC1i5cCEO7twpG7OsSqVKWDZ/PhatWIGKbm7YsW8ffKdPl9uPW+3aGDFwIHoOGgRTJyf8vHIlTE1MsGXNGuw9eBAV6tTBwuXLseQb7zoQiUQ4uGMHDA0M0KBtWzTr3Bml7e2x57ffvmm/c7y88Dw0FI7Vq8P0/xPnpKWlwWPKFJSvXRutunVDWUdHrP3GLwGIqHgSBAFeO7ditv9uQB34sW1NdJ83EepiFtBLgs8nH7N3SMPR0zFyY6t+zw74qeOn4OzgjCrOVdCtYzdc8L+AhUsXYufeT3m8UuVKmL9oPlYsXQG3Gm7Yt3sfps+Vz+O1XWtj4NCBGNRvEJxsnbBy2UqYmJpgzcY1OLj/IOpUq4PlS5Zjju+35/Edf+yAgaEB2jZvi85tO8Pe3h6/bfu2PO413QuhIaGo7lIdTraf8viU8VNQu2ptdOvYDY5lHLFkBfM4UVFhYpGI+b8HwMI2TlZIv3/dUFZAt7CNw/zfA2BikfjNx0pKSMK8UfNw48INaKqrYkufjujTrT9UVAtfsZfyH/O44pjHiagwehXyCt79vRH5KhK2Rno4PGYEqv/QSCmxiARBKPhnmAqZ6OhoSCQSRO3eDX0d+W+oE9XUEGxmBgdbW2hp5O5OhRcvRWjYTpxpDPQvC+v+hwt+clGigpCYnIzgsDA4RERAKzVV2eEQ5cmGo0cx4sBaYDjQ5l4FDJk6DWo64nw9RuT7SAx2G4yoqCjo67M4nxsZOXzRqUUob11ebp2aVA1mKWawtbOFhmbu7zZ8+UKEdi3EmcZO/bJDfvi4EiYlIyoAyUnJCAsJQ4R6BFJVmMcp/31+53mGjAK6qeW3F9ABYPHExTj/z3loqavh9z6d0LVTn3wvoEc/ewbJ+PHM43mQkcfXnl8LG1MbuXXM40TfhnmcirqkxCRMajUSxuFvEWeoh33jRqFS9br5eozo+HhIevVSKIfzTvTvSE8swMxUyDSJ6OeTjZqZCtATM2ETERVWnapWhpOJAQCg8Yi++V5Ap8JLrCfA1FTINPnY55OUmZoKEOsxjxMR5YWpZSImLLoht2zCohv5VkAHgA6d3GBhKMa2fl2+SwGdCi/mcSKiok1TSxMjG7jgOoB/enbL9wJ6bvEK4juSSICje2MREyvKdKe5rY0A/8Ox0BMLkEiUFCAREWVJEASIRCIkRH/A20eXMKBvfUxLPAQ1LZ2vf5iKDYkE2Pt3LGJjRJnuULOxFXD4eCzEeszjRER5FflaC36e8mMt+3lW++Y70TPyeHzIE1QKDcWF0YNQukYTiFR4D1lJwjxORFQ0ZeTx2BtX0Forfd4Ux3KVlRwV70T/7iQSZDtUi401EzYRUWEjCALGbtyIeTu342nQady1UodWbTdlh0VKIpEg20e8rW2Yx4mI8urzoVyMrT4Cg9xgbPUx02SjuRUXE4cZg2Yg8O+jMDh/FRXULFlAL8GYx4mIipaQRyHw+tELoSePw+76U5QyKzyTDvNKgoiI6P+kUik81q/H6iNHMGP3HziqEgP1xs2gqpm3jjwRERFl9jZcS24SUY81+4BSl+CxZp/cZKNvw3OXf2OjYzFz8EzcvHQTa+dtQWmRGWyqNmABnYiIqAgIfhAMH3cf3Au8hwOr/0a5UtVhaO2g7LBkeDVBRESE9AL6iLVrse7ffyECMLx3Qzj27gE1bQ7hQkRElJ+0dVMhMUqSTSJqaB4LADA0j8X83wNgYRsHiVEStHUVnwgv5mMMZgycgUe3HkFfWwO/9+0GpxqNWUAnIiIqAp7ee4pp7tMQ/SEa5S2MsGHgIBjbOSs7LDkcE52IiEq8tLQ0DF29GptPnYKKSIQRfRuh+ZSRvAOdiIjoO9DVS8WsX64gIU4NJhaJiH7/aZ2pZSIWbAuAtm4qdPUUK6JHf4jGjMEz8OzeM0i0NbF3UG80a96JBXQiIqIi4PHtx5gxeAbiouPgYmmMQxPHw6FcFWWHlQmvKoiIqERLS0vDwJUrZQV0j/5NWEAHcO7cObRv3x5WVlYQiUT466+/st12xIgREIlEWL58udzy9+/fo2/fvtDX14eBgQEGDx6M2NhYuW1u3bqF+vXrQ0tLC7a2tvj555+/Q2uIiKiw0dVLhYlF1pOHmlgkKlxAj3ofhWkDpuHZvWcw0NHEviF9WEAnIiIqIh7deoQZg6YjLjoOlaxMcGTypEJZQAdYRCciohLueFAQtp05A1WRCKMHNEWTicNLfAEdAOLi4lClShWsWbMmx+0OHDiAy5cvw8rKKtO6vn374u7duzhx4gQOHz6Mc+fOYdiwYbL10dHRaNGiBezs7BAYGIjFixdj1qxZ2LhxY763h4iIiqcDvx3A84fPYaSrhb+G9Uez5p1ZQCciIioCBEHAhrkbEBcTjyrWpjg8eSLsylRUdljZ4nAuRERUotWzs8LEhtUhdTJBo3HDoKKhoeyQCoXWrVujdevWOW7z8uVLjBkzBseOHUPbtm3l1t2/fx9Hjx7F1atXUbNmTQDAqlWr0KZNGyxZsgRWVlbYsWMHkpOT8dtvv0FDQwMuLi4ICgrCsmXL5IrtRERE2encuhqSA29iSqPmaNC4jbLDISIiIgUJ0jSMHdAIxzanYu2QEbAtXV7ZIeWIX9HTd9OoXTuM9/JSdhhERJmkpKYiKi4OMW9f4+nd86jZozYL6LkklUrRr18/TJkyBS4uLpnWX7p0CQYGBrICOgA0a9YMKioquHLlimybBg0aQOOz896yZUs8fPgQHz58+P6NoBy1a9EOXpOZx4mo8In5GAOpVIq4B7dhfe0eNvTsxQI60ReYx4mosIr+EA1pWiriLp1D7Vex2DZmfKEvoAMsohdbA0aNgsjQEAv9/OSW/3XkCESGht+8/+TkZPy8YgWq1KsHHSsrmDg6om7Llti8YwdSUlK+ef9ERN9LckoKevz8M5p6e+HG9ZO47yiBdoOmLKDn0qJFi6CmpoaxY8dmuT48PBxmZmZyy9TU1GBkZITw8HDZNubm5nLbZLzP2OZLSUlJiI6OlnsVR6OGjoKhtiH8Fsvn8SN/H4Ghdv7k8RVLV6DeD/VgZWQFRxtHtGzcEjt+Zx4nosLtbfhbTOk5BasnLoDZ5VtwljjBqkJtZYdFJId5nIgoa7cu38LQZkNxwm8Dyj6IRJmydWBg6aDssBTCInoxpqWlhUUrVuDDx4/5ut/k5GS07NoVC5cvxzB3dwQcO4b/Tp2Cx5AhWLVxI+4+eJCvxyMiyi9JKSnotmgR/rp8GbdDQ3FSMxXa9RtDVZ0F9NwIDAzEihUrsGXLFohEogI9tq+vLyQSiexla2tboMcvSFpaWlixbAU+fviYr/tNTk5G1/ZdsXzpcrgPcsexM8dw6vwpDBk+BBvXbcSDe8zjRFQ4Rb6KhHc/b7wKeYXbAXdhpmEDywq1lB0WUZaYx4mI5AUFBGHOiDlIiEvAzdO34ehUu8gU0AEW0Yu1Zg0bwsLcHL7LluW43Z9//w0XV1dompvDvnJlLF29Osftl69bh3MBATh18CA8hg5F1UqVUNreHn26d8eVkydRpnRp2bZSqRQ/zZgBIwcHWJQrh1kLF8rta9maNajk5gZda2vYurhg1KRJiI2Nla3fsnMnDOzscOzUKZSvXRtiGxu06tYNrz+7QzE1NRVjPT1hYGcH49Kl4TlzJtxHjkSnvn3l4vBdtgwOVapA29ISVerVw76DBxU6j0RUPCQmJ6OLry8O/fcfNNVUMWFUW1Qf0JcF9Dw4f/48IiIiUKpUKaipqUFNTQ0hISGYNGkS7O3tAQAWFhaIiIiQ+1xqairev38PCwsL2TZv3ryR2ybjfcY2X/Ly8kJUVJTsFRYWls+tKzwaNmkIc3NzLFuccx7/+8DfcK3uCnOJOSqXq4zVy3PO4+tWrUPAhQAc/Ocgho4YikpVKsHewR7de3XHyXMnUdpJPo/P8J4BBysHlLMvh4Xz5PP4mhVr4FbTDdbG1nBxcsGkcfJ5fOe2nbCzsMOpE6dQu2pt2JjYoFuHbgh/LZ/HPSd6ws7CDqWtS2Omz0yMHDISfbvL5/Fli5ehinMVWBpaot4P9XBwP/M4UUny5sUbePXzQnhYOCwlujjkMQQVazZUdlhE2WIeZx4nok+un7+OeSPnITkxGfVKW2Hf5CkwtLJXdli5UuiL6Pb29hCJRJleHh4eAIDExER4eHjA2NgYYrEYXbt2zdQh/x7i4uKyfSUmJiq8bUJCgkLb5oWqqioWTJ+OVZs24cXLl1luExgUhB4DB6JXly64ffEiZk2diukLFmDLzp3Z7nfH3r1o1qgRqlWunGmduro6dHV1Ze+37toFXV1dXDl5Ej/Pno05P/+ME2fOyNarqKhg5aJFuHvpErauW4fT58/jp5kz5fYZn5CAJatXY9v69Th35AhCX7zA5OnTZesXLV+OHXv3YvOaNbh49CiiY2Lw15EjcvvwXbYMv+/Zg/XLluHupUuYMGoUfhw+HP4XL+Z8EomoWEhISkKn+fPxz7Vr0FRTxUSPdnAdMZAF9Dzq168fbt26haCgINnLysoKU6ZMwbFjxwAArq6u+PjxIwIDA2WfO336NKRSKWrXri3b5ty5c3KPHZ84cQLlypWDYTZDj2lqakJfX1/ulRdFIo+rqGL67OnYtG4TXr7IOo8HXQ/CwB8Hokv3Lrh47SKmTpuKBXMWYOe27PP43j170ahJI1Su+vU8vmtHeh4/ee4kZs+fjZ8X/Iwzp+Tz+KKli3Dp+iWs+2Udzp89j5k+8nk8IT4Bq5evxvpf1+PIiSN4EfYC070+5fHlS5dj7569WLNhDY6ePoqYmBgcOSSfx5ctXoY9O/Zg2apluHT9EkaNGYXhg4bj4nnmcaKSIDwsHN79vRHxMgJWBmIcHjMctVybKjssUqKCzON5xTz+CfM4Ucl2zf8a5o2ah+SkZDRwtMb+KT/B3MZR2WHlmpqyA/iaq1evIi0tTfb+zp07aN68Obp37w4AmDBhAo4cOYK9e/dCIpFg9OjR6NKlCy5+5+Ko2MYm23VtmjfHkT/+kL03K1sW8fHxWW7bsG5dnD18WPbevkoVvH33LtN2Qh4nWOvcrh2qVqqEmQsX4tdVqzKtX7ZmDZo2bIjpU6YAAMo6OeHegwdYvGoVBvTpk+U+Hz97hkb16il0/MouLpjp6QkAKOPoiNWbNuGUvz+aN24MABg/cqRsW/tSpTDPxwcjJk7E2qVLZctTUlKwftkyODqkP+IxesgQzFm8WLZ+1aZN8JowAZ3btQMArF68GP+cOCFbn5SUhAV+fjh54ABcf/gBAFDa3h4XLl/Ghs2b0bBuXYXaQkRFU3xSEjrOm4eTN29CS00Vk8Z1QK1B/aCiWuhToFLFxsbiyZMnsvfBwcEICgqCkZERSpUqBWNjY7nt1dXVYWFhgXLlygEAypcvj1atWmHo0KFYv349UlJSMHr0aPTq1QtWVlYAgD59+mD27NkYPHgwPD09cefOHaxYsQJ+X8zn8T3YmGSfx5u3ao4/DnzK42VLZZ/H69avi8PHP+XxKs5V8O5t5jz+ISFvebxdx3aoVLkSFs5biFXrM+fxNSvXoGHjhpjilZ7Hnco44cH9B1jltwp9+mWdx589eYZ69RXL4y4VXeDpk57HHZ0csWndJvif8Ufjpul5fOSYT3m8lF0p+Mz0wcSxE7F0hXweX7ZqGRxKp+fxISOGYLHvpzy+ad0mTJg8Ae06pufxxX6LceKofB73+9kPB44cwA910vO4vYM9LgdcxuZfNqNufeZxouLsVcgrTBswDW9fv4WtkR7+Hj0cVWs2UHZYpGQFmcfzmsMB5nGAeZyopPvv9H9YOHYhUlNT0djJBnuneMLY0k7ZYeVJoa8gmJqayr1fuHAhHB0d0bBhQ0RFReHXX3/Fzp070aRJEwDA5s2bUb58eVy+fBl16tRRRsiFzqKZM9GkY0dMHj0607r7jx6hYxv5mezr1qmD5evXIy0tDaqqqpk+IwiCwseu7OIi997S3BwRb9/K3p88exa+fn548PgxomNikJqaisTERMTHx0NHRwcAoKOjIyugA4ClhQUiIiMBAFFRUXgTEYEfqleXrVdVVUWNqlUhlUoBAE+ePUN8fDyad+kiF0tycnKWd9MTUfES/uEDbgcHQ1tdDZPHd0SNAX1ZQFfAtWvX0Pj/X3gCwMSJEwEA7u7u2LJli0L72LFjB0aPHo2mTZtCRUUFXbt2xcqVK2XrJRIJjh8/Dg8PD9SoUQMmJiaYMWMGhg0blq9tKepmzp+Jjq06YvT4zHn80cNHaNNOPo/Xca2D9avzJ4+7VJLP4+aW5ngb+SmPnz19Fn6L/fD44WPE5JDHMzreQPpQPZERn/J4xJsIVK8ln8erVvuUx589Tc/jXdplzuOVqzCPExV3oU9C8f7NO5Qy0sfhsSNRqToLblS0MI8zjxOVZLf/u4XU1FQ0K1sKeyb/BCOLUl/9TFScGmIS1GBjkphp3Yu3WtDTToVEN/V7hJujIlVFSE5Oxvbt2zFx4kSIRCIEBgYiJSUFzZo1k23j7OyMUqVK4dKlS9kW0ZOSkpCUlCR7Hx0dnetYYl+8yHbdl4ku4tGjbLdVUZEfUef5zZu5juVrGtSti5ZNmsBrzpxs7y7PjbKOjnjw+LFC26qrq8u9F4lEsmT6PDQU7Xr1wshBgzB/2jQYGRriwuXLGDxmDJJTUqCTsQ81tUz7yM2FQ+z/H8E7smcPrC0t5dZpanAoB6LizkhIwMqu9XHPXBfV+vViAV1BjRo1ytX/tc+fP8+0zMjICDtzGB4MACpXrozz58/nNrxv9uKt4nn8Uajiefzmg/zP43Xr1UWT5k0wZ/qcbO9Kyw3HMo54/EjBPK72RR7HpzweGhKKXl16YdDQQZg2axoMjQxxOeAyxowYg5TkFGQkcjX1b8vjcbHpeXzPgT2wtJLP4xrM40TFnouRCL6d6qNt1bpwqeqq7HCokGAeZx4nosJPmpyMHjWtUD3cFWO69oOhefZPEWWIilNDq1m1ERGlibPzA2D72bqwSC008nGDmSQJR2ddKfBCepGqJPz111/4+PEjBgwYAAAIDw+HhoYGDAwM5LYzNzdH+GcTT37J19cXs2fP/qZYPh9nTFnb5sbCmTNRtUEDlHNykltevmxZXLxyRW7ZxcuXUdbRMctvvQGgT7du8J47Fzdu3cp0J3dKSgqSk5MVakdgUBCkUimWzpsnu3j546+/ctGq9LsYzc3McPXGDTT4/7AsaWlpuH7zJqpWqgQAqFCuHDQ1NREaFsahW4hKiJj4eNwOCUF5iSYePbmC1PplUa12fRbQSaao5fGZc2eiQe0GcCorn8fLliuLK5fk8/jlS5fhWCb7PN6tRzfMnTkXt4JuZRpPNTd5POh6eh6ft+hTHv/rz79y0ar0PG5mboYb126gbr1Pefxm0E1Uqpyex8uVT8/jYWFhfOSbqIQIexoGLW0taL95Bvvrz9C8QSuYlq6o7LCoEGEeZx4nosLr9pXbKOtSGimX/VEhOBYdeg6E2NhCoc/GJKghIkoTz8J10cjHDWeHhcAWQNgHMRotcsOzcF3ZdgVdRC/0E4t+7tdff0Xr1q1lY6nmlZeXF6KiomSvsLCwfIqw8Krk4oK+3btj5caNcssnjR6NU/7+mLt4MR49eYKtu3Zh9S+/YPKYMdnua/zIkahbuzaaduyINZs24ebt23j2/Dn+OHAAdZo3x+NnzxSKycnBASkpKVi1cSOePX+Obbt3Y/3mzblu25ihQ+Hr54eD//yDh48fY9zUqfjw8SNEIhEAQE9PD5NHj8YEHx9s3bULT4ODcf3mTazauBFbd+3K9fGIqHCLiotDy1mz0HSaD3acOognLpYQ12nIAjoVaS4VXdC9V3dsXCufx0ePGw3/M/5Y7LsYTx4/wa7tu/DL+l8wZnz2eXzkmJGo7VobHdt0xKb1m3D71m08D36OA/sOoHnD5nj2RLE87uCYnsc3rt2I58HPsXvnbmzelPs8PnTkUPgt8cM/h/7B40ePMXXSVHz8Io+PHj8aPj/5YNf2XQh+FoybN25i49qN2LWdeZyouAl5FALvft7w6jUJ2v63UcamMgvoVOQxjzOPE5UU/of8MX3gNPgOmAqnp9FwqthA4QI6ANiYJOLs/ACUtohLL6Sv6YYAuKLRmm54Fq6L0hZxODs/IMuhXr63IlNRCAkJwcmTJ7F//37ZMgsLCyQnJ+Pjx49yd6O/efMGFhbZ/4A0NTWhqan5PcMtlOZ4e2PPgQNyy6pXqYI/Nm/GDF9fzF28GJbm5pjj5ZXjsC+ampo4ceAA/NauxYYtWzB5xgzoaGujfNmyGDt8OCqWL69QPFUqVcKy+fOxaMUKeM2ZgwZubvCdPh39P5tsVBGe48cjPCIC/UeMgKqqKoa5u6Nl06ZQ/ezRvLk+PjA1MYGvnx+ePX8OA4kE1atUgfeECbk6FhEVbh9jY9Fq1ixcefQI+loaiKpgjVK1G0CkUqS+MybKkvcMbxzYJ5/Hq1Srgs3bN8N3ri8W+y6GuYU5vKZ75fi4uKamJg4cOYC1K9diy69bMMNrBrR1tFG2XFkMHzUc5V0Uy+OVKlfC/EXzsWLpCsyZMQdu9dwwfe50jBycuzw+ftJ4RIRHYMSQ9DzuPsgdTZs1hYrqp79bn5k+MDExgd9iPzwPfg6JgQRVqlbBhJ+Yx4mKk5chL7Fx1EZEf4hGOXNDuJSqBlMHl69/kKgIYB5nHicq7s4cPIMVXsshlQqwE6mjXOWGuSqgZ7A1TS+kN/Jxw7NwA9RFAPAOsgK6rWnBF9ABQCTkZjArJZo1axY2bNiAsLAwqP1/jOyoqCiYmppi165d6Nq1KwDg4cOHcHZ2znFM9C9FR0dDIpEgavdu6OvoyK1LVFNDsJkZHGxtocXxuooEqVSK8rVro0enTpjr46PscEq0xORkBIeFwSEiAlqpBT/pA5UsH2Jj0WLGDFx78gT6Whrw9O6Jit265ksB/en7p5hwfAL8WvjB0cgxH6KVF/k+EoPdBiMqKgr6+vr5vv/iLCOHLzq1COWt5TuNalI1mKWYwdbOFhqazOFFhVQqRe2qtdGpayf4zGQeV6bkpGSEhYQhQj0CqSrM4/T9ZORZnR06iH8cj/IWRjg0YSwcy1f/+ocLgehnzyAZP555PA8y8vja82thYyo/Vi7zeNHEPF54MI9TQTq1/xRW+qyEIAjoWrkMNk/4CXrG5t+0z4D7hqjrWU/2/uKiC3Ar/+FbQ5UTHR8PSa9eCuXwInEnulQqxebNm+Hu7i4roAPp428NHjwYEydOhJGREfT19TFmzBi4uroqXECnoi8kNBTHz5xBw7p1kZSUhNWbNiE4JAR9unVTdmhEVEDeRUej+YwZuPHsGQy0NeHp0xsVunTiHehERUBoSCjOnDqDuvXT8/im9ZsQ8jwE3XoyjxOVFGFP04fXjI+NRwULIxyaOB6lnasqNygiUgjzOBEd33sca2asgSAI6FGlLH6d+BPEhmbftM+wSC3086smt6yfXzWl3oleJKoLJ0+eRGhoKAYNGpRpnZ+fH9q1a4euXbuiQYMGsLCwkBvyhYo/FRUVbNm5E7WaNEHd1q1x+949nDxwAOXLlVN2aERUAD7ExqLp9OnpBXQdTXhO78MCOlERoqKigp3bdqJJvSZo3aQ17t25hwP/HEA5Z+ZxopLg6d2nWDtrLQDAycQA/0yZxAI6URHCPE5Ush3fexyrp6+GIAjoU60cfpvkmS8F9PShXNLHQL+46MKnMdJ93BAWqZVP0edOkbgTvUWLFshu1BktLS2sWbMGa9asKeCoqLCwtbHBxWPHlB0GESmJnrY27CRihOlowXPmjyjfsYOyQyKiXLCxtcGxM8zjRCWVkakhxDoaSEQilvfvC7sylZQdEhHlAvM4UclmaW0CTQ01dK9UBuvH/wRdifE37e/FW/kCesad55/GSE8vpPsvKPjJRYtEEZ2IiCg7H0LuY1KTCmg6qCEcWrRQdjhERESkIGlaKtSe3MSGeg2gKbZHY6eGyg6JiIiIFJSWEA+nD2E40L89GjbsCB2J0TfvU087FWaSJACQG7rl80K6mSQJetoFP84/i+hERFTkvH7/HuuPHsWoWi548uYeXtRygkO12soOi4iIiBRw5+odvAl7jR/MVFHm/hs4VWkGQ6vSyg6LiIiIFHB4+2GUc7GH7cunqBCeCqfGnaGlZ5Av+5bopuLorCuISVDLdKe5rWki/BcEQE87FRJdFtGJiIhy9PLdOzT28cHjV68Q/LwCWo/vCr2qtZQdFhERESng9pXbmDNiDpITk7CiS2O0adEJBpYOyg6LiIiIFPDnpj+xdelW6Olo4pB7RzjVa5dvBfQMEt3si+QFPYTL51hEJyKiIiMsMhKNfXzwNDwcFvo6qPFjU4hZQCciIioSbl66ibkj5yI5MRmu9pbo1qgdC+hERERFxB/r/8D25dsBAP2rlUedBh2gqauv5KgKDovoRERUJIRERKCxjw+C37yBpUQXU32HwKFJU2WHRURERAq4ceEG5nvMR3JSMuo6WOHPKVNgbuOo7LCIiIhIAbvX7MbOVTsBAGPrV8fPoyaWqAI6wCI6EREVAcHh4Wg8bRpCIiJgZSDG1AVDYN+kibLDIiIiIgUEngvEgtELkJKcgvqlrfHnlCkwteYY6ERERIWdIAjYuWon9qzdAwCY0KAGfEdOKHEFdABQUXYARPlpwKhR6NS3r1KOffHyZVRyc4O6qanSYiAqjpJTUtBi5kyERETAxlAPXj8PYwGdqJgaNXQU+nZXTg69HHAZbjXdYKpnqrQYiIqjsKdhmO8xHynJKWjkZIMDnlNZQCcqppjHiYqfE3+ekBXQpzSsVWIL6ADvRM+zhNQEJKclF9jxNFQ1oK2mrfD2A0aNwseoKPy1Y8d3jKroOXvhAhq3by97b2Zqinp16mDxnDkobW//TfueOG0aqlaqhH/37oVYLP7GSIkog4a6Orya1sO8Y8cxeeFw2Natp+yQqBhISElAsrQA87iKBrTVFc/jo4aOQtTHKOzYyzz+uQvnLqB9y0953NTMFHVc62CO7xzYO9h/076neU5DpcqVsPcv5nGi/GRpa4aWDSoiMfQd/pjiCSOLUsoOiYqBgszjuc3hAPN4dpjHiYqeOvUq45S9GTo6OGD2iHHQ0C65f18soudBQmoCDj79Bx+SogrsmIaaEnR0bJOrQroypKWlQSQSQUWlcD/k8PDqVeiJxXj89CmGTZiA9r1749aFC1BVVc31vlJSUqCuro6nwcEYMXAgbKyt8xxXcnIyNDQ08vx5ouJEEASIRCK8uncFDraqmLt+EvRdqio7LCoGElIS8M+TfxCVUHB5XKItQRunNrnuhBe0opLHr966CrFYjKdPn2KCxwT07tobF65+Wx4PDg7GwKEDYW3DPE6UHwRBgJCSgsTzpzGnqgscetWFobmNssOiYqCg83hRyeEA8zjzOFH+yOiLp0R9gPali9jbrS3K1GpeogvoAIdzyZPktGR8SIqCtqomDDUl3/2lraqJD0lR33Tne6N27TDmp58w3ssLhvb2MC9bFpu2bkVcXBwGenhAz9YWTtWr498TJ2SfOXvhAkSGhjhy7Bgq160LLQsL1GneHHfu3fsfe/cdHUXBd3H8m95IA1IhhBJqgNBLqNJ7B0G6ICK9t4TeexNFFEFFREWKFFFEelNQkA5SpAZCS0hv+/6Rh2BeUAIkbMr9nJNzyM7uzG+XTe7uzexM0nVWrl6Nk7c332/dSrFKlbByc+Pq9es8ePiQLr1745w3L7aenjRs04YLFy8CEBoaio2HR7JtAazfvBl7Ly8iIiIAuHb9Ou26d8fJ25vs+fLR/K23uHL1atL14+PjGRIQgJO3Nzny52fEuHEYDIYUPR6uLi54uLtTvUoVxg0fzumzZ/nr0iUANm7dSpkaNbB2dyd/qVJMnDmTuLi4pNuaODvz4fLlNOvQAbtcuXhn4EBMnJ25d/8+b/frh4mzMytXJ55sYff+/VSoXRsrNzc8ihRh1IQJydZVs0kT+g0fzqDRo8lZoAD1W7dOetx/3LGD0tWrY+PhQa1mzbgTHMwP27dTtGJFHPLk4a2ePZMeK4BtP/9M1QYNkh6PJm++ycXLl5OWX7l6FRNnZ9Zt2sQbTZti6+mJX9WqHPz112SPzf5Dh6jZpAm2np44581L/datefDwIQAJCQlMnzePfH5+2Hh44Fe1Kms3bkzRYy7yIk5fvUrl4cM5vPdHzoVc4nalkirQJdXEJMQQEhmClYUVjjaOaf5lZWFFSGTIK+0x16ReE0YMHsHoYaPJ65GXQt6F+OzTxBzv26svXi5elPEtw/Yfn2Trvj37cLZx5scffqRK+Sq4O7lTt3pdTp96kuOrv1iNt7s3WzdvpVLpSrg5unH92nUePnhI7x69yeuRF8/snrRp3oaLfz3JcQ9nj2TbAti8cTNeLk9y/Pq163Tv2B1vd2/yeebjrbZvcfXv5DkeMCIAb3dv8ufKz7gxKc9xFxcX3D3cqVK1CsNHD+fsmbNcupiY41s3baVG5Rq4O7lTqmgpZk5NnuPONs4sX7acDm06kCtHLgb2GYizjTP3792n37v9cLZxZvUXiTm+f+9+aletjZujG0XyFWFCYPIcb1KvCcMHDWf0sNEUyF2A1k1bJz3uO7bvoHql6ng4e9CsQTOC7wSz/cftVCxVkTyueejZNXmO//zTzzSo1SDp8Xiz1ZtcvvQkx6/+fRVnG2c2bdhE0/pN8czuSdUKVfn1UPIcP3TgEE3qNcEzuyd5PfLSumlrHj54CCTm+LzZ8/Ar4oeHswdVK1Rl4zrluKS+fT/sY/K7E3m4YxtFLz2ioG91FeiSal5njqdGhoNy/P9TjivHJf0yGAx8PPVjvpz7KezYge9DCwpVqJ/lC3RQif5KrM2tsbOwTfMva3PrVJn3szVryJkjB7/u2EH/Xr14b+hQ2nbrhn+FCvy+axf13niDzr17JwsCgOHjxzN3yhR+27EDlxw5aNqhA7GxsUnLIyIjmblwIZ8sXMipgwdxzZmTbn36cOTYMb5fvZqDP/6IAWjUrh2xsbE4ODjQpH59Vq9dm2w7X377LS0aNcLW1pbY2Fjqt2mDfbZs7N26lf3btpHNzo4GbdoQE5P4Ambu+++zcvVqPn3/ffb98AP3Hz5k/ZYtL/y42Ngk7lEQExPD3gMH6NK7NwN79+b0oUN8NH8+K1evZurcucluM2HmTFo2acKJ/fuZOGoUt86excHengXTp3Pr7FnebNmSGzdv0qhdO8qXLs3xvXv5cO5clq9axZQ5c576f7G0sGD/tm0snTcv2TbenzWLAz/+yLUbN2jXvTsLli5l9ccfs2XNGn7auZPFy5YlXT88IoIhfftyZOdOdmzciKmpKS07dSIhISHZ9gKmTGFYv34c27OHQj4+dOjZM+mFxLETJ6jdogXFChfm4I8/su+HH2havz7x8fEATJ83j8+//pql8+Zx6uBBBvfpQ6d332X3/v0v/LiL/JuTf//NGwEBHD5/niEbN3C7cknsChc39liSCVmbW2NrYZvmX6mV42u+XEOOnDnYsXcHvd7rxdABQ+nWsRsVKlVg18FdvFHnDXr3eDrHx48Zz5QZU9ixbwc5XHLQoXXyHI+MiGTh3IUs/GAhB38/SE6XnPTp1Ydjvx9j9ber+XHXj2CAdi2e5Hj9hvVZ+3XyHP92zbc0avokx9s0a0M2+2xs/Xkr237Zhp2dHW2aPcnx9xe8z+pVq3l/6fv8sOMHHj54yJbvXy3HD+w7QO+evendtzeH/jjE/Pfns/qL1cydmTzHZ06dSZNmTdh/ZD+jAkdx9vJZ7B3smT57Omcvn6Vlm5bcvHGTdi3aUbpcafb+upe5C+ey6rNVzJmRPMfXfLkGC0sLtv2yjXmLn+T4zCkzmTVvFj/u/JEb12/QvVN3lr6/lI9XfsyadWvYuWMnyz54kuMR4RH0HdCXnft3snFrYo53evPpHJ8yYQr9BvVjz+E9+Pj40LPrkxw/cfwELRq1oHDRwvy460d+2PED9Rs9yfF5s+fx9ZdfM2/xPA7+fpA+/fvw7tvvsn+vclxSz+7Nu5kzdDZH9vzOqe+P4VO8OvY5PYw9lmRCryPHUyvDQTn+b5TjynFJPxISEvho8kdsXrWZbz7ZgOn5R+QvWwcLa1tjj5Yu6HAuWYifry+Bw4YBMHrwYGYsWEDOHDl4p2tXAMaNGMGHn37Kn6dOUal8+aTbjR8xgrpvvAHAZx9+SG5fX9Zv3ky7li2BxI9PfTBnDn4lSgBw4eJFvv/hB/Zv24Z/xYoAfLlsGV7Fi7NhyxbatmhBx7Ztkwp7W1tbQkND2fLTT6z/4gsAvl63joSEBD5ZtAgTExMAVixZglPevOzat496tWqxYOlSRg8eTKv/HeN86bx5/Lhjxws9JreCgpizeDG5PD0pXLAgjdq1Y9SgQXTt0AGA/HnzMnnMGEZMmMD4kSOTbvdWmzZ0/38nDzUxMcHRwQF3NzcAPpgzB69cuXh/9mxMTEwoUqgQN2/dYuTEiYwbMSLpI3YF8+dn1qRJT2a6fRuAKQEBVKlUCYAenToxetIkLv7xR9Kx29s0a8bOffsYOWgQAK2bNUs2z6fvv4+Ljw+nz56leLFiSZcP69ePxvXrAzBx1Ch8K1fmr0uXKFKoELMWLqRcqVJ88I8/GvgWLQpAdHQ00+bP5+f166lcoULS47Pv0CE+WrGCGlWqvNBjL/Isf16+TO2xY7kbGoqPmzPdJ/TArpCvsccSSRd8S/gybFRijg8ePpgFcxaQI0cOur6dmOMjRo/g02WfcurEKcpXfJLjI8aM4I3aiTn+4ccf4uvjy+aNm2nZ5kmOz1k4hxIlE3P84l8X+WHzD2z7ZRsVKyfm+LIVyyhesDhbvt9Ci9YtaNu+bdIb/cc5/tO2n/ji68QcX7c2MccXffgkx5csW0Je97zs27OPWnVqsfT9pQweNpimLRJzfN7ieezY/mI5HnQriMULFuPp6UnBQgVp16Idg4YNokOnxBzPmy8vY8aPYcKYCYwMeJLjbdq1oWOXp3PcwdEBN/fEHJ+zbA65cudi9vzEHC9UuBC3bt1iYuBERox5kuP5ffIzadqTHL8dlJjjARMCqOSfmOOdunZi0rhJ/HH6j6RjvjZr2Yx9e/YxaNigpO//6f2l7+Pj5cPZM2cp5vskx/sN6kf9hok5PmrsKCqXqcyli5coVLgQC+ctpFSZUsxd+CTHixZ7kuPzZ81n/Zb1VKhUIenxOXTgECs+WUGVaspxeXU7v9/JwlELSEgw0KJ4AQK6vEO2HO7GHkskXVCOP005rhyX9CMhIYGlE5ey7ettmJjA1AbVadzoTRXo/6ASPQsp6fukiDIzMyOHszMl/lGuurm6AnAnODjZ7Sr/o1DP7uxMYR8fzpw/n3SZpaUlJYs/2Uv0zLlzmJubU7FcuaTLcmTPnux2jerWxcLcnO9/+IH2rVvz3aZNONjbU6dmTQCOnzzJX5cuYe/llWyWqKgoLl6+TEhICLeCgqhYtmzSMnNzc8qVLp2ij5Dl9vXFYDAQERGBX/HifPfZZ1haWnL85En2Hz7M1H/sER4fH09UVFTSCwyAcqVKPXcbZ86fp3L58kkvOgCqVKxIWFgY12/cIM//7lvZf1nXP/+/3FxdsbW1TXbyUzdXV379/fek7y9cvMi4adM4fPQod+/fT/qL99Xr15OV6P9cr4d74puaO8HBFClUiGMnT9K2efNnzvPXpUtERERQt1WrZJfHxMRQumTJ/3ooRFLk2KVL1Bk7lnuPHlHQ3ZmRCwbiWqqMsccSSTd8SyTPcefszsnelLm6JeZ48P/L8X++EXfO7oxPIR/On0ue48VLPMnxc2cTc7xchSc5nj1H9mS3q9ugLuYW5vyw+Qdat2vNpg2bsHewp2atmgCc/PMkly5ewsvl6Ry/fCkxx4OCgihbIXmOly6Tshz39XmS48VLFuezrxJz/OSJkxw+eJh5M/87x0uVKfXcbZw/e57yFZPneMXKiTl+4/oNvPIk3rdSpZ+9Lt/iT/6/XN0Sc/yfJ01zdXXl9yNPcvziXxeZNmkaR387yv17T3L8+rXryf6f/7le9//leHBwMIUKF+Lknydp3urZOX7pYmKOt2rydI6X9FOOy6vbsX4Hi8YswmAw0LqEDyuGjMQ+h5uxxxJJN5Tj/3gslOOAclzSj4SEBJaMW8L2tdsxMYEZjWoypFsfzK1S79M4mYFK9CzEwsIi2fcmJibJLnscLgkpPI7ZYzbW1smCKSUsLS1p07w5q9eupX3r1qxeu5Y3W7bE3DzxKRkWHk7ZUqX48h+HK3nMJUeOF9rWs+zduhUHe3tcc+bE3t4+6fKw8HAmjhqVtHf7P1lbP/nlYWdn98ozJK3L9tl/1fv//zcW5sl/XE1MTJJ9NKxphw54e3nx8cKFeLq7k5CQQHF/f2L+8VG/Z60Xnvyf21j/+y/IsPBwALZ8/TW5PJJ/JNdKJ1+RV/T7xYvUGTuWB2FhFPbMzoj5g3DxK2XssUTSFQvzlOW4IeHFctza5uVyvHnL5qz9Zi2t27Vm7ddradn6SY6Hh4dTqnQplq18Osdz5Hz1HN/681bsHezJ6ZI8x8PDwhkVOCppr7h/Sqsct01hjptb/HeOd2jdAa88Xiz8YCHuHok57l/Wn9iY5+f44/9za5t/z/HwsMQc/3r913h4Js9xnURNXtVPa39iydglGAwG2voV4tMhI8jm7GrssUTSFeX4E8rxJ+sA5bgYV3x8PO8Hvs+O9TswNTFhVpM3GNiltwr0Z1CJLs916MiRpL2mHzx8yPmLFylaqNC/Xr9o4cLExcVx+MiRpMO53Lt/n3N//UWxwoWTrtexbVvqtmzJqTNn+GXPHqYEBCQtK+Pnx9fr1+OaMycODg7P3I6HuzuHjx6l+v8OIxIXF8fRY8co4+f33PuUz9sbJ0fHpy4vU7Ik5/76C5/8+Z+7jucpWqgQ323alHRWY4D9hw9jb29P7lwvf8bwZ7l3/z7nLlzg4wULqObvD8C+gwdfeD0lfX3ZsXs3E0ePfmpZscKFsbKy4uq1azp0i6Qqg8HAkE8+4UFYGEVz5WD4wkHkLP78n2MRSZkjvx5J2tvq4YOHXLxwkUKF/z3HCxdJzPEjvx5J+hj4/Xv3+ev8XxQu8iTH27ZvS8vGLTlz+gx7du0hYPyTHPcr5cf6tevJ6fLvOe7u7s7RX49SpeqTHD/2xzH8Sj3/5987rzeOTk/neMlSJfnrwl/kL/DqOV6oSCE2bUie44cPJuZ4rtypm+P3793nwvkLLFiyAP+qiTl+cP+L57hvcV9279zN6LFP53jhook5fu3aNX3kW1JV6INQVsxcgcFgoEPpwnw8eAR2Ti7GHksk01COvxzluEjKnPz1ZGKBbmrCvKa16duplwr0f6ETi8pzTZo1ix27d3Py9Gm69elDzuzZadG48b9ev2CBAjRv1Ih3Bg1i38GDHD9xgk69epHLw4PmjRolXa+6vz/urq507NWLfN7eyQ7/0rFtW3LmyEHzjh3Ze+AAl//+m1379jFg5Eiu37gBwMB332XGggVs2LKFs+fP02fYMB6Ghr7SfR03YgSfr1nDxJkzOXXmDGfOnWPNd98ROGXKC6+rT48eXLtxg/4jRnD2/Hk2bt3K+BkzGNKnT9Lx11KLs5MTObJnZ9lnn/HXpUv8smcPQwIDX3g9owcP5rc//qDP0KH8efIkZ8+f58Ply7l77x729vYM69ePwQEBfPbVV1y8fJnfjx9n8bJlfPbVV6l6fySLMRhY0Kga9fzyM2LRUBXoIqls1vRZ7N65m9OnTtOnVx+y58hO42b/nuMFfArQqEkjBvUdxMH9Bznx5wl6vd0LD08PGjV9kuP+Vf1xdXOlV/deeOf1Tvax8bbt25IjRw46tu3IgX0H+PvK3+zbs4+RQ0Zy43pijr/b910WzF3Alu+3cP7ceYYNHEZoyKvl+IgxI1jz5RpmTp3JmdNnOHf2HN998x1TJrx4jvfo1YMb128wYvAIzp87z9ZNW5kxZQZ9BqR+jjs5O5E9R3Y++/QzLl28xJ5dewgc+eI5Pnj4YP44+gdDBw7l5ImTnD93nuXLlnPvbmKO9xvUj4ARAXy16isuX7rM8T+Os+yDZXy1SjkuL8/O2pxRb9emZ8USfDxklAp0kVSmHFeOK8clLRUp6EavxuVZ0Lwu/bQH+n/SnuivICouKlNt59/MGD+egaNGceHSJUqVKMGmr7567seFVixZwsBRo2jSvj0xsbFU9/dn6zffPPXRpQ6tWzNr0SLGjRiR7Pa2trbs2bKFkRMm0KpLFx6FhZHLw4PaNWrg8L+Pew3t149bt2/T9b33MDU15e1OnWjZuDEhr1Ck169dm81r1jBp1ixmLlyIhbk5RQoVomfnzi+8rlyenmz95huGjxuHX7VqZHd2pkenTkknd01NpqamrFm+nAGjRlHc35/CPj4smjmTmk2avNB6Cvn48NO6dYyZNIkKdepgY21NxXLl6NCmDQCTAwJwyZmT6fPnc+nKFZwcHSnj58eYwYNT/T5J5hccEkJOe3uuH9vDbasQ3p7VD1tvH2OPJVlIVsnx8ZPHM2rYKC79dYkSJUvw1XfPz/Ely5Ywatgo2rduT2xMLP5V/flmw9M53rpdaxbNW8SIMU/n+JbtW5gQOIEuHboQ9igMD08ParxRA3uHxBzvN6gft4Nu8947iTneqUsnGjdr/EpvwGvXrc2adWuYNW0WC+cuxNzCnEKFCtG5+4vnuGcuT77Z8A3jRo+jWoVqOGd3plPXTkknhUtNpqamLP98OaOGjsK/rD8+hXyYOXcmTeq9WI77FPRh3eZ1TBo3iTrV6mBtY0258uVo0y4xxwPGB5AzZ07mz57PlctXcHRyxK+UH4NHKMflxYXcDyGbjQUxO3+mpYUz+fu3xsbB2dhjSRbyOvLV2BkOynHluHJcUl9cbBxREVFYRD/CctdeRviVI2/Z2phZ6NBA/8XEkJKzPmRyoaGhODo6ErJmDQ7/73hYUebmXHZ1JZ+XF9b/C6rIuEg2XtzKg+iQ1zajs5UjzQs0wsbc5rVtc9e+fbzRtCkP/leWiryoqJgYLl+7Rr47d7COizP2OJKO7Dl5kiaTJxNQtwp+fi6EVquITZ5X/9hmWrl4/yKDfxrM/HrzKZC9QKqvP/h+MD38exASEvKvH5mVZ3uc4TN3zKRorqLJlpknmOMa64qXtxeWVk9eEEbGRrL1r62ERL6+HHe0caSRTyNsLF5fju/bs4+m9Zty5daVZ35kWuR5YqJjuPb3Ne5Y3CHOVDkuT2xcuZGvP1hD4Nt1aGzuRIFStbJ0gR566RKOgwYpx1/C4xz/YO8H5HbJnWxZeslxY2Q4KMfl1SnH5VliY2KZM3QOt65cZ2qrClQ0c83SBXpoRASO7dunKMO1J/pLsDG3oXmBRsTEx7y2bVqaWb7WAl1EJK3sOnGCxpMmEREdzdcnT+LddyR26bhAl8zHxsKGRj6NiEl4jTluavna33yLiKSFdcvXsXL2SgBuHrmKz3utsbZ3MupMkrW87hxXhotIZhEbE8uswbM4vOMw5mamGK7HkbdV1i3QX5RK9JdkY26jUltE5AXtOH6cppMnExkTQ5kC7gxePAw779Tfs1vkeWwsbLBBOS4i8iK+/ehbvpj/BQB9/P2Y0XuQCnQxCuW4iMiLiY2JZcaAGfy26zcszExZ1q4x7Vt1VoH+AlSiy7+qWbUqhgcPjD2GiGQSP/3xB82nTiUqJoayPh4Mfn8EDnlVoIuklarVq/IgUjkuIqljzZI1rF68GoB+VUozp99QrOx06BKRtKIcF5HUEhMdw/T+0zm65yiW5mZ83K4Jndp2xdRMtfCL0KMlIiJp7oejR2k5bRrRsbFUKJSLgYuGY59Xh3ARERFJ7wwGA6sXr+brD74GYFC1sszoM1gFuoiISAYQHRXN1D5TOXbgGFbmZnzaoRntW3VWgf4S9IiJiEiaO3jmNNGxsVQqkpsBi0eSzcvb2COJiIhICsTHxXP6txMADK1Rnqm9B6pAFxERySBC7oVw7cIVrC3MWdmhOW1bdlSB/pL0qImISJqKj42hq48LEa38Kdv3LbLlymPskURERCSFDJFhjGpamtvurvTt1AtLm2zGHklERERSyD4hnJlvVsMpzJqWzTuoQH8FeuRERCRN7PzzT8rlz8edk/s4bRVCxYGdsXbLZeyxRERE5DkMBgNH9xylpF9+THbupGyYNflUoIuIiGQIEWERXDpziQJutjjsPUylnD7krl1NBfor0qMnIiKp7tt9++gwZw6V8ngyqHM1eKMm1q4exh5LREREnsNgMPDJtE/Y9MUm2tYqyeTyFchfrg4W1rbGHk1ERESeIyIsggnvTOCvkxcY37oqXYuUJXep6piYmhp7tAxPJbqIiKSqr3bvpvP8+cQnJGDhaEF8nRrYqkAXERFJ9xISElg2ZRlbV28FoISFA/nLqkAXERHJCMIfhTO+53jOHz9PNmsL/Bxyq0BPRXoUX1ZkJISEvL6vyEhj3+N/lbdkSRZ8+GHS9ybOzmzYsuW1b/d1WrZyJV6+vphmz260GUTSo1U7d9Jp3jziExKoXaYAvReNwtbN09hjiTxNOZ6kZOGSfLj4SZY52ziz5fu0z/H/v93XaeXylfj6+JLdNrvRZhBJbxISElg6cSlbV2/FxASmNqzGqB79VKBL+vQ6czwdZzgox5XjIonCQsIY9/a4/xXolnzdrT1NGrVVgZ6KtCf6y4iMhK1bEwP1dXF0hEaNwMYmRVfv1qcPn331FQDm5uZkd3ampK8vHVq3pttbb2Gahj9Et86exdnJKc3Wn1ITZsxg4syZAJiZmZHb05OWTZowecwYsmV7+eM5hoaG0m/ECOZNmULrZs1wdHBIrZFFMrTPduyg+6JFGAwG6pb14Z0FI7F2cTP2WCJPi4zEYtNWTB6+vhw3ODkS2zTlOd7nnT58tepJjjtnd8a3uC+t27Xmrc5pm+NnL5/FydkpzdafUjOmzGDm1Cc57pnLkybNmjBm/Kvn+IjBI5gycwrNWjTDwVE5LpKQkMCScUvYvnY7JiYwo1FNhnTrg7mVtbFHE3naa87xF81wUI6DclzkdXr08BHj3h7HxdMXcbCx5JvuHahXr6UK9FSmEv1lxMQkFuhWVmD9Gl5YRkUlbi8m5oWCu0Ht2qxYsoT4+HhuBwez7eefGTh6NGs3buT7r77C3Dxt/vvd3dJPaeZbpAg/b9hAXFwc+w8f5u3+/YmIiOCjBQteeF0Gg4H4+HiuXr9ObGwsjevXx8Pd/aVni42NxcLC4qVvL5KefP7LL0kFev0Khegxd7gKdEm/YmIweRiCwdoKw2vIcZOoqMQ3+i+Y47Xr1WbJR4k5HnwnmJ+3/8zoYaPZuH4jX61Nuxx3c08/P7tFihVhw5bEHD988DD9e/cnIjKCBe8veOF1Pc7x69cSc7x+w/q4eyjHRQwGA++PfZ+fv/sZUxMTZjV5g4FdeqtAl/TrNeb4y2Y4KMdBOS7yOoQ/CieweyCXz1zG0daKb99+izp1mqtATwN6RF+FtTXY2qb910u+MLCyssLdzY1cnp6U8fNjzNChbPzyS374+WdWrl6ddL2HISH0HDAAFx8fHPLkoVazZhw/cSLZujb98APla9XC2t2dnAUK0LJTp3/d7j8P53Ll6lVMnJ1Zt2kTbzRtiq2nJ35Vq3Lw11+T3WbfwYNUa9gQGw8PvHx9GTByJOHh4UnL7wQH07R9e2w8PMjn58eX33yTosfA3Nwcdzc3cufKxZutWtGxbVu+37YNSNzjZvq8eeTz88PGwwO/qlVZu3Fj0m137duHibMzP2zfTtmaNbFyc2PVN99QokoVAPKXKoWJszNXrl4F4MPlyylQujSWrq4ULl+eL9aseepx+XD5cpp16IBdrlxMnTuXCTNmUKpaNT5dtYo8xYuTLXdu+gwdSnx8PLMWLsS9cGFcCxZk6pw5ydY1b8kSSvj7Y5crF16+vvQZOpSwsLCk5StXr8bJ25sfd+ygaMWKZMudmwZt2nArKCjZej5dtQrfypWxcnPDo0gR+g0fnrQsJc8LkccKu7uSzdKChpUK01N7oEsGYbC2BjvbNP962Tf4VpZWuLm74ZnLE7/SfgwdMZQvv/2Sn3/8mdVfPMnxkIchDHhvAD5ePuRxzUOzBs048Wfy39c/bPmBWlVq4e7kToHcBejU7t9z/J8fA7/691WcbZzZtGETTes3xTO7J1UrVOXXQ8lz/OD+gzSs3RAPZw98fXwZOSR5jgffCaZ96/Z4OHvgV8SPb75KeY67ubuRK3cuWrVtRdv2bdm25UmOz5s9D78ifng4e1C1QlU2rnuS4/v27MPZxpntP26npn9N3Bzd+Oarb6hSLjHHSxUthbONM1f/Tszx5cuWU7pYaVwdXClfsjxrVifPcWcbZ5YvW06HNh3IlSMXc2fOZcaUGVSrWI1Vn62ieMHi5M6Zm6EDE3N84dyFFM5bmIJ5CjJnZvIcX7JwCf7l/MmVIxe+Pr4MHZg8x1d/sRpvd292bN9BxVIVyZ0zN22atSHoVvIcX/XZKiqXqYyboxtF8hVh+KAnOZ6S54UIgImJCQUKeGBmasK8ZrVVoEuG8Tpy/FVKeuW4clw5Lq+Dta01ud2dcbazZv07nVWgpyE9qllMrerV8StenHWbNiVd1rZbN+4EB/PDt99ydOdOyvj5UbtFC+4/eADAlh9/pGXnzjSqW5c/du9mx4YNVChT5oW2GzBlCsP69ePYnj0U8vGhQ8+exMXFAXDx8mUatG1L62bN+HPfPr7+9FP2HTpEvxEjkm7frU8frt24wc7vv2ftZ5/xwfLl3Ll794Xvv421NTExMQBMnzePz7/+mqXz5nHq4EEG9+lDp3ffZff+/cluM2riRGaMH8+Zw4epW7MmP2/YAMCvO3Zw6+xZvHLlYv3mzQwcPZqhffty8sAB3u3Wje79+rFz795k65owcyYtmzThxP79vN2xY+L9v3KFH37+mW1r1/LVxx+zfNUqGr/5Jtdv3mT35s3MnDCBwKlTOXzkSNJ6TE1NWTRzJqcOHuSzDz/kl717GTF+fLJtRURGMuf99/li6VL2bNnC1evXGTZ2bNLyD5cvp+/w4fTq2pUT+/fz/erV+OTPn7T8ec8LkcdioyJwenCJWQOa8Pb8kVhldzH2SCKZVvWa1SlesjibNj7J8W4duxEcHMy3G75l54Gd+JXyo0WjFjy4n/j7+scffqTzm52p26Auuw/tZsPWDZQp/2I5PmXCFPoN6seew3vw8fGhZ9cnOX750mXaNm9LsxbN2PfbPj794lMOHTzEiMFPcrxPrz7cuH6D77d9z2erP2P5suXcDX7xHLf+R47Pmz2Pr7/8mnmL53Hw94P06d+Hd99+l/17k+f4xLETGT95PIePHaZmrZps2LoBgB17d3D28lly5c7F5o2bGT1sNH0H9uXA0QN069GNfr36sXd38hyfOXUmTZo1Yf+R/XTskpjjVy5d4ecff2bt92v5+LOPWbVyFW+2fJObN26y+afNTJgygakTpnLk1+Q5PnPuTA7+fpAPP/mQvbv2Mj4geY5HRkTy/oL3Wbp8KVu2b+H6teuMHf0kx5cvW87wQcPp+nZX9h/Zz+pvV5O/wJMcf97zQuSx6LtBNMpmYPu7HeinAl0kTSnHleOPKccltURdPEtgRR9+7Ps2b9RupgI9DelwLllQkYIF+fP0aSBxD/Bfjx7lzoULWFlZATBn8mQ2bNnC2o0b6dWtG1PnzqV9q1ZMHD06aR1+JUq80DaH9etH4/r1AZg4ahS+lSvz16VLFClUiOnz59OxTRsGvfceAAULFGDRjBnUaNKED+fO5er16/zw88/8umMH5f9X3i9fvJiiFSu+0AxHjx1j9dq11KpenejoaKbNn8/P69dTuUIFAPLnzcu+Q4f4aMUKavxvb3OASWPGUPeNN5K+D753DwCXnDmTDl0zZ/Fiur31Fn169gRgiI8Ph44cYc7ixbxRrVrSbd9q04bu/yvPH0tISODTxYuxt7enWJEivFGtGucuXGDrN99gampK4YIFmblwITv37qViuXIASY8VQN48eZgSEEDvIUP4YO7cpMtjY2NZOm8eBfLlA6Bfz55Mmj07afmUuXMZ2rcvA3v3Trrs8eObkueFyIdbt1Iidy5cHv3NKccYXGo1xdIph7HHEsn0ChYqyOmTiTl+cP9Bjh45yoWrT35fT54xmS2btrBx/Ua69ejG3JlzadW2FaPHPsnxEiVfLMf7DepH/YaJOT5q7Cgql6nMpYuXKFS4EPNnz6dN+za81z8xmwr4FGDGnBk0qdeEuYvmcv3adX7+8Wd27N1BmXKJObN46WIqlnqxHD/2+zHWfrOW6jUSc3z+rPms37KeCpUSczxvvrwcOnCIFZ+soEq1Jzk+ZuwY3qj9JMfv3U3M8ZwuOZM+8r54wWLe6vwWPd9NzHGfgT4c+fUIixcsplqNJznepl2bpDfdjyUkJLD4o8QcL1K0CNVqVOPC+Qt8syExxwsWKsjCuQvZu3sv5Sok5vjjxwogj3ceAsYHMGTAEOYuTJ7j8xbPI1/+xBzv2bsns6c/yfG5M+bSd2Bfevd7kuOPH9+UPC8ka4uLjePLRV/SsGllXI4dwzfKnrx1amNmYWns0UQyPeW4chyU4/Jq7t+5z5Yvt9Civh8ev52isENBPIu/2M+kvDiV6FmQgcSPbQIcP3mSsPBwchQokOw6kZGRXLx8GYBjJ0/yTteur7TNkr6+Sf9+fBzxO8HBFClUiOMnT/LnqVN8uXbtkxkNBhISErj899+cv3gRc3NzypYqlbS8SKFCODk6Pne7J06fJlvu3MTHxxMTE0PjevV4f9Ys/rp0iYiICOq2apXs+jExMZQuWTLZZeX+sd1/c+b8+aeK5SoVK7Jw6dLnritvnjzY29snfe/m4oKZqWmyk824ubgk2/P+5127mD5/PmcvXCD00SPi4uKIiooiIiICW1tbAGxtbZMKdEh83O8EBwOJj/3NW7eoXaPGM+9PSp4XkrXN37iRIcuXk83SgrmDm5OzdlMsHZ2NPZZI1mB4kuMnT5wkPCycArme/n19+VLi7+uTf56k69uvluO+xZ/kuPv/cjw4OJhChQtx8s+TnDp5irVrns7xv6/8zcULiTleqkyppOWFChfC0en5OX765Gly53yS4/Ua1mPW/FlcupiY462aPJ3jJf2S5/g/t/tvzp87/9Qb0oqVK7J0SfIcf9a68ngnz3EXVxdMzZLnuIurS7I99nb9sov5s+dz4dwFHv1Hjj9+4w2Jj3vwncQcD74TzK1bt6jxxrNzPCXPC8m6YmNimTN0Dge3H+T4lp1s7dqOvOVUoIu8Nspx5bhyXF7Bvdv3COwayI0rNzA5doL5LVvjWUwF+uugEj0LOnPuHPny5AEgLDwcD3d3dv3j8C6PPS6pbVLhZC3/PGHH4xcMCQZD0gzvduvGgHfffep2eXLn5vzFiy+93cIFC/L96tWYm5vj6e6OpWXim4PHxzHf8vXX5PLwSHYbK8vkbyDs7Oxeevv/37PWZfH/TihjYmLy1AlOTExMSEhIABJnb9K+Pe+9/TZTAwPJ7uzMvkOH6NG/PzGxsdj+x3oN/3vMn/d/mpLnhWRds9etY8TKlQDUr1KEHK2aYqECXeS1OXfuHHnyJuZ4eFg47u7ubPrp6d/Xjv/7fW1tkzY5bkhIzJTw8HC69ejGu32fzvHcXrm5eOHlc7xgoYKsXpuY4+4eT3L88fFPv17/NR6eyXPc8jXnuLnFM3Lc/N9z/OrfV2nfqj1vv/M2gRMCcc7uzKEDh+jfuz+xMbE8DvJnrfdxjj/v/zQlzwvJmmJjYpk1eBaHdxzG3MyUUVUrk79cHRXoIq+Rclw5rhyXl3U36C4BXQO49fctXB1sGVKzrgr010glehbzy549nDh9msF9+gBQxs+PoNu3MTc3J+//ivX/r6SvLzt2737qMCSppUzJkpw+dy7Z8bj/qUjBgsTFxXH02LGkw42cu3CBhyEhz123pYXFM9dbrHBhrKysuHrtWrJDt7ysooUKsf/wYbp26JB02f7DhylWuPArr/v/O3rsGAkJCcydMiXpr+Pf/O847Sllb29P3jx52LF7d7LDzTyWkueFZE3Tv/2WMV98AUDbOn68OXWI9kAXeY327NrD6ZOn6dM/Mcf9Svtx+3+/r/N4P/v3tW9xX3bv3P3Ux5dTS8lSJTl39lyy43j+U8HCiTl+7PdjSR9TvnD+AiEPn5/jFpYWz1xv4aKJOX7t2rVkH/l+WYUKF+LwwcN06PQkxw8fPEzhoqmf48d+T8zxKTOf5PiG7za80Drs7e3J452H3Tt3J/uY+mMpeV5I1hMbE8uMATP4bddvWJiZsqxdYzq36aoCXeQ1Uo4nUo4rx+XFBd8MJqBrAEHXgnB3tOP793pS3r+2scfKUlSiZ2LR0dEE3b5NfHw8t4OD2fbzz0xfsIAm9evTpX17AOrUrEnl8uVp0bEjsyZOpJCPDzdv3WLLTz/RskkTypUuzfiRI6ndvDkF8uWjfatWxMXFsXX7dkYOGpQqc44cOJBK9erRb/hwenbpgp2tLafPnWP7zp28P3s2hQsWpEHt2rw7eDAfzp2Lubk5g0aPxsbG5qW3aW9vz7B+/RgcEECCwUDVSpUICQ1l/+HDONjbJyvDU2L4gAG0696d0iVKUKdmTTZt28a6TZuSTkKamnzy5SM2NpbFy5bRtEED9h86xNIVK154PRNGjaL3kCG4urjQsE4dHoWFsf/wYfr36pWi54VkPZPXrGHc6tUAvFm3NG9OG4q5vYORpxLJvKJjorkdlJjjwXeC+Xn7zyyYvYD6jerTvmNijtesVZPyFcvTsV1HJk6diE9BH27dvMVP236iSbMmlC5bmpEBI2nesDn58uejVdvEHN++bTuDhg1KlTkHDh1IvRr1GD5oOF26d8HWzpZzZ86xc8dOZi+YTcFCBaldrzaD+w9m7sLEHB89/NVzvN+gfgSMCMCQYKCSfyVCQ0I5fPAw9g72yd5Ep8SAwQPo3qk7JfxKULNWTbZt2camjZuSTl6WmvIVSMzxZR8so0HjBhw6eIgVH794jo8KHMWQ/kNwcXGhTv06hD0K4/DBw/Tq0ytFzwvJWmKiY5jefzpH9xzF0tyMj9s1oWPrzirQRdKQcvzfKceV4/Jibl+/TUDXAO7cuIOnkx3f93mHspVqGXusLEcl+quIikrX29m2YwceRYpgbm6Os5MTfsWLs2jGDLp26JD0F1MTExO2fvMNAVOm0L1fP4Lv3sXd1ZXq/v64ubgAULNqVb5duZLJs2czY8ECHOztqe7vn2p3r2Tx4uzevJmAKVOo1qgRBoOBAnnz8mbLlknXWbFkCT0HDKBGkya4ubgwJSCAsdOmvdJ2JwcE4JIzJ9Pnz+fSlSs4OTpSxs+PMYMHv/C6WjRuzMLp05nz/vsMHD2afN7erHj/fWpWrfpKMz6LX4kSzJs6lZkLFzJ60iSq+/szfexYuvzjZKMp0bVDB6Kiopj/4YcMGzuWnDly0KZZMyBlzwvJWr7ctSupQO/QsCxtJg/GPJsKdMnYTKKiMLym7byMHT/toEi+xBx3cnaieInizJg7gw6dkuf4Nxu+Ycr4KfTr1Y+7d+/i6uaKf1V/XFwTf19XrV6VlV+uZPaM2SyYswB7B3v8q6RejhcvUZzNP21myoQpNKqTmON58+elZZsnOb7koyUM6DOAJvWa4OLqQsCEAKZNfLUcDxgfQM6cOZk/ez5XLl/B0ckRv1J+DB7x4jneuFljps+ZzvsL3mf0sNF45/Xm/WXvU7V66ud4iZIlmDpzKgvnLmTSuEn4V/Vn7OSxvNfjxXK8Q6fEHP9w8YeMHT2WHDly0Kzlkxx/3vNCspaPJn/E0T1HsTI349MOzWjfqjOmZnorKBnb68jxl81wUI4/j3JcOS4pEx8Xz4SeE7hz4w65nLOxqW8vSleoaeyxsiQTw+ODMmVhoaGhODo6ErJmDQ62tsmWRZmbc9nVlXxeXlg/PjZXZCRs3QopOJxIqnF0hEaN4BX+2ivyukXFxHD52jXy3bmDdVycsceRV/Dw3h2aTBxHPt9ctJw4EIssVqBfvH+RwT8NZn69+RTIXuD5N3hBwfeD6eHfg5CQEBwcstZj+6oeZ/jMHTMpmqtosmXmCea4xrri5e2FpdU/9raMjMRi01ZMUvAx5NRicHIktqlyXDKWmOgYrv19jTsWd4gzVY5nZH8fPcrsQQuY1bAObVt2VIGeykIvXcJx0CDl+Et4nOMf7P2A3C65ky1LLzmuDJeMSjmeeexd+RXrlv/Ad+/1xK9cdWOPk6mERkTg2L59ijJcr55eho1NYqEdE/P6tmlpqdAWkdfq8d9Yo8NCuHFqL/361MWqTn3MbbMZeTKRV2Rjk/hmWDkuIpmYwWDAxMSEyGuXKXDuAjvf7ULesm+oQJeM73XnuDJcRIzgcY6HHfuNpgkGBo8cgkehUsYeK0vTK6iXZWOjIBWRTMtgMDB8xQriY6J5u6gLZz0ssKpVWwW6ZB7KcRHJxCLCIpjefzp165ejdnwExczcyV26mgp0yTyU4yKSiV2/dJ15I+bRp0ddKtx6SCGPErgUKGHssbI8vYoSEZFkDAYDgz/5hIWbNgGQw6cZxWu/hZmN7XNumbmEPzInMtycnO5PHwvzbpA1NnZx2NnrY5EiIpK+RIRFMLHXRM78foYrx8/y9sCeeJWtgcn/jsEsIiIi6dfVC1cJ7B7Iw7sP+XZxBJ0G9scln6+xxxJAr6RERCSJwWCg/0cfJRXo77StSvHuWbNAn9CzImM6+xN8yzrZsuBb1ozp7M+EnhUJf6S/RYuISPoR/iic8T3Gc+b3M2SztmBVx9YUqVhXBbqIiEgGcOXcFQK6BvDw7kMKujqxokdPFejpiF5NiYgIAAkJCfT58EOWbN2KCdDrzWo0HNMvyxXoAJHh5oTctyLomh0BXfx5cDvxMDYPbmcjoIs/QdfsCLlvRWS4SnQREUkfwkLDGPf2OM4dP0c2a0vWdH2Txo3bqUAXERHJAC6fvUxA1wBC7odQ2M2ZrUMGUbhEOWOPJf+gV1TP878T6xmMPIZIRvT4xJSPf44k/UpISODdDz5g6bZtmADvdqhBg1F9Mc+CBTpATvcopn5+AHevcIKu2bGkbxu4WpklfdsQdM0Od69wpn5+4JmHepH0w/C/9Dbod5DISzEkvQ7Wz1B69+jhI8Z1H8eFExdwsLFk7dsdaNSwjQp0+VfTp0+nfPny2Nvb4+rqSosWLTh37lyy69SsWRMTE5NkX7179052natXr9K4cWNsbW1xdXVl+PDhxMWlzuHulOMir0Y5nnFcPHWRwK6BPHr4iKLu2dkydBA+xcoYeyz5f/Sq6jnMDAYwGIhJpRcCIllJREwMJCRgkZBg7FHkOQ6ePcvy7dsxNTGhT+c3qJ+FC/THXDyeFOn3bjrBpwe4d9MpqUB38VCBnt4lmCSQYEggJirG2KOIZEgxUTEkGBJIMFGOp3fbvt7GX6f+wtHGirU93qJevZYq0OU/7d69m759+3Lo0CG2b99ObGws9erVIzw8PNn13nnnHW7dupX0NWvWrKRl8fHxNG7cmJiYGA4cOMBnn33GypUrGTduXKrMqBwXeTXK8Yzjs7kreRTyCF+PHGwZOpgCRUobeyR5Bn0O/TnMExKwjYwk+MEDLMzMMDUxMfZIIumewWAgIiaGO3fv4hQWlvjHKEnX/DxyMKFeJYLdbKg9tDdmVtbPv1EW4OIRxeCZfzDyrapJlw2e+YcK9AzCYGIgzDSMu8F3AbC0tsREOS7yXAaDgZioGO4G3yXMNAyDiXI8vWv4RjEiDxSmd8Wq1KrVVAW6PNe2bduSfb9y5UpcXV05evQo1atXT7rc1tYWd3f3Z67jp59+4vTp0/z888+4ublRqlQpJk+ezMiRI5kwYQKWlpavNKNyXOTlKMczFkNCAu91qMLWsDAWdu2Bd8Hixh5J/oVK9OcwATxCQ7lsacnfUSpNRFIsIQGnsDDcw8KMPYn8i7j4eB6Gh2MdG8FfJ/dQqIkffjXqYPqKb3gyk+Bb1swfmXwvgPkjS2tP9AwkzCIMYiHudhymJiqVRFIqwZBAmGlY4s+QpEuhD0KxzWZL9OVzuBw8zsLmrfAsXtnYY0kGFRISAkD27NmTXf7ll1+yatUq3N3dadq0KWPHjsXWNvHTigcPHqREiRK4ubklXb9+/fq89957nDp1itKln96TMjo6mujo6KTvQ0ND/3Mu5bjIy1GOp38P7j7AKbsjjw7vwe/vB7R5ry/Zc/kYeyz5DyrRU8AyIYGCd+4QY2YG+su3yPMZDFgkJGgP9HQsNi6OTvPmcfziRZY09+dOcRdsq6tA/6fgW9ZJJxF19wpn8Mw/mD+ydNLJRlWkZxAmEGYZRrghHFODKSYox0Wex4CBBJME7bmWjj0IfkBgt0ByezgxqUoxijn64Fm8orHHkgwqISGBQYMGUaVKFYoXf7IH5FtvvYW3tzeenp78+eefjBw5knPnzrFu3ToAgoKCkhXoQNL3QUFBz9zW9OnTmThxYsqHU46LvDDlePp3+uhpJvaaSLsWlXjPw51CPhVx9sxv7LHkOVSip5ApYB0fb+wxREReWWxcHB3mzOG7AwcwNzXlZ/NoKqlAT+ZuUPIC/XFhPvXzA0mXB3TxZ9oXmffkonv27GH27NkcPXqUW7dusX79elq0aAFAbGwsgYGBbN26lUuXLuHo6EidOnWYMWMGnp6eSeu4f/8+/fv3Z9OmTZiamtK6dWsWLlxItmzZkq7z559/0rdvX3777TdcXFzo378/I0aMSPX7YzAxEG+iHBeRjO/e7XsEdgvkxuUbRN25i1O1mirQ5ZX07duXkydPsm/fvmSX9+rVK+nfJUqUwMPDg9q1a3Px4kUKFCjwUtsaPXo0Q4YMSfo+NDQULy+v595OOS4imcXJ304yqdckoiKjOLPvDD6jmqlAzyD0eSgRkSwkJjaWdrNm8d2BA1iYmTLo3YZUfLebCvT/x8YuDsfs0U+dRPSfJxt1zB6NjV3mPel0eHg4fn5+LFmy5KllERER/P7774wdO5bff/+ddevWce7cOZo1a5bseh07duTUqVNs376dzZs3s2fPnmRvyENDQ6lXrx7e3t4cPXqU2bNnM2HCBJYtW5bm909EJCO6G3SXgC4B3Lh8A1cHW77v3YNylesaeyzJwPr168fmzZvZuXMnuXPn/s/rVqyY+Meav/76CwB3d3du376d7DqPv/+346hbWVnh4OCQ7EtEJKv489CfTOw1kajIKCrl9WDDsOHkyPVyf5SU1097oouIZBHRsbG0nTmTTb/+iqWZKYPea0zld7tiZqEC/f+zs49jwieHiQw3f2pPcxePKKZ9cQAbuzjs7DNvid6wYUMaNmz4zGWOjo5s37492WXvv/8+FSpU4OrVq+TJk4czZ86wbds2fvvtN8qVKwfA4sWLadSoEXPmzMHT05Mvv/ySmJgYPv30UywtLfH19eXYsWPMmzcvWdkuIiIQfDOYgK4BBF0Lws3Bjk19elDev46xx5IMymAw0L9/f9avX8+uXbvIly/fc29z7NgxADw8PACoXLkyU6dO5c6dO7i6ugKwfft2HBwcKFasWJrNLiKSER07cIwpfaYQExVD5bwerBs2HPc8OgZ6RqI90UVEsoComBhaTZ/Opl9/xcrcjMF9VKA/j5193L8eqiWne1SmLtBfRkhICCYmJjg5OQGJJxtzcnJKKtAB6tSpg6mpKYcPH066TvXq1bH8xych6tevz7lz53jw4MFrnV9EJD27ff02ozuPJuhaEB6Odmzu944KdHklffv2ZdWqVaxevRp7e3uCgoIICgoiMjISgIsXLzJ58mSOHj3KlStX+P777+nSpQvVq1enZMmSANSrV49ixYrRuXNnjh8/zo8//khgYCB9+/bFysrKmHdPRCRd+X3v70x5L7FAr5rfkw0jR6pAz4C0J7qISBZw/9EjTv99BStzM4b0bULFXl0xNVMESOqIiopi5MiRdOjQIelj2UFBQUl7pT1mbm5O9uzZk042FhQU9NSeb/88IZmzs/NT24qOjiY6Ojrp+9DQ0FS9LyIi6dHt67d5cOc+nk7Z2NSvF2Uq1DT2SJLBffjhhwDUrFkz2eUrVqygW7duWFpa8vPPP7NgwQLCw8Px8vKidevWBAYGJl3XzMyMzZs3895771G5cmXs7Ozo2rUrkyZNep13RUQk3fvr5AViomOoUSA33w4bhksuHQM9I0r3DcqNGzcYOXIkP/zwAxEREfj4+LBixYqkPdsMBgPjx4/n448/5uHDh1SpUoUPP/yQggULGnlyEZH0wzYmjMUtqnDYyZxy3TqqQJdUExsbS7t27TAYDElvyNPS9OnTmThxYppvR0QkPclvG8Ps1tWpUagMpcpVN/Y4kgkYDIb/XO7l5cXu3bufux5vb2+2bt2aWmOJiGQ68bExNCrshG+TKrzTtD05PLyNPZK8pHR9OJcHDx5QpUoVLCws+OGHHzh9+jRz585NtmfarFmzWLRoEUuXLuXw4cPY2dlRv359oqKe/RF8EZGsIjwqih3Hj/Pw1mX+unCI0AreKtAlVT0u0P/++++kY6A+5u7uzp07d5JdPy4ujvv37yedbOxlTkg2evRoQkJCkr6uXbuWmndJRCTduHH5BtcuXiPs2G/kPnKeDhVqqUAXERHJII4fOk7YwxAi9+ygyMWH9G3VSQV6Bpeum5SZM2fi5eXFihUrki7758e+DQYDCxYsIDAwkObNmwPw+eef4+bmxoYNG2jfvv1rn1lEJD14FBFB40mTOHD2LNOa+JO7WTnsKldXgS6p5nGBfuHCBXbu3EmOHDmSLa9cuTIPHz7k6NGjlC1bFoBffvmFhIQEKlasmHSdgIAAYmNjsbCwABJPSFa4cOFnHsoFwMrKSsdZFZFM7/ql6wR0DcAQG8MHbWpSxNcflwIljD2WiIiIpMC+bftYMmQ29T1zMKJpTXzK18U+p4exx5JXlK73RP/+++8pV64cbdu2xdXVldKlS/Pxxx8nLb98+TJBQUHUqfPkpDqOjo5UrFiRgwcP/ut6o6OjCQ0NTfYlIpJZhEZE0HDiRPaePo21uRlRJXKrQJcXFhYWxrFjxzh27BiQmLnHjh3j6tWrxMbG0qZNG44cOcKXX35JfHx80gnJYmJiAChatCgNGjTgnXfe4ddff2X//v3069eP9u3b4+npCcBbb72FpaUlPXr04NSpU3z99dcsXLiQIUOGGOtui4gY3dW/rjKmyxgeBD8gh7k5ft5+KtBFREQyiL1b9zJn6BwKJRj47vpdiuUsqAI9k0jXJfqlS5eSjm/+448/8t577zFgwAA+++wzgKQTkz0+Cdljbm5uScueZfr06Tg6OiZ9eXl5pd2dEBF5jULCw2kwYQL7z5zB3sqCESPbUqpjexXo8sKOHDlC6dKlKV26NABDhgyhdOnSjBs3jhs3bvD9999z/fp1SpUqhYeHR9LXgQMHktbx5ZdfUqRIEWrXrk2jRo2oWrUqy5YtS1ru6OjITz/9xOXLlylbtixDhw5l3Lhx9OrV67XfXxGR9ODv838T0CWAh3cf4uPixObB/SnmV8nYY4mIiEgK7N60m7nD5pAQn0D1/LkAsM/uauSpJLWk61YlISGBcuXKMW3aNABKly7NyZMnWbp0KV27dn3p9Y4ePTrZXm6hoaEq0kUkw3sYFkb9CRP49fx5HKwtGTGyHSXebIOJabr+e6mkUzVr1vzPk44974RkANmzZ2f16tX/eZ2SJUuyd+/eF55PRCSzuXz2MmO7jyX0QSiF3ZzZNHAABYuXNfZYIiIikgK/bPiFRWMWkpBgoGUJH6a2ag8Tpxh7LElF6bpZ8fDwoFixYskuK1q0KFevXgWenHTsWScl+7cTkkHi8VQdHBySfYmIZGRhkZHUGTeOX8+fx9HGkpFj2qtAFxERySD+Pv83gV0DCX0QSlH37GwZMlAFuoiISAax8/udLBydWKC3LlmQz4aMxM4px/NvKBlKum5XqlSpwrlz55Jddv78eby9E89mmy9fPtzd3dmxY0fS8tDQUA4fPkzlypVf66wiIsZkZ21NCfecONlYMSrgLYq3aaUCXUREJIPI4ZYdl+x2+HrkYMvQwRQoWsbYI4mIiEgKeXm7Y2djyZulCrFy6Ejsc7g9/0aS4aTrw7kMHjwYf39/pk2bRrt27fj1119ZtmxZ0vFUTUxMGDRoEFOmTKFgwYLky5ePsWPH4unpSYsWLYw7vIjIa3Tvyll6VPKmdJtS5K3XQAW6iIhIBmFISMBw+neWNqlCobxl8S5Y3NgjiYiISArFRUbgefMC33VqTJWqjbFzcjH2SJJG0nWJXr58edavX8/o0aOZNGkS+fLlY8GCBXTs2DHpOiNGjCA8PJxevXrx8OFDqlatyrZt27C2tjbi5CIiae/Ow4fMWreOIdXLceXWSa6Wzk++svoUjoiISEZw9o+znP/zPDULOeBz6haFilbBObePsccSERGRFNj61VZye7lRMPQGvjdjyV+9GbYO2Y09lqShdF2iAzRp0oQmTZr863ITExMmTZrEpEmTXuNUIiLGFfTgAbUCAzlz7RqXrpyk7cg3sS9d0dhjiYiISAqcPnqaCe9MICoiinxNq9CocVucPfMbeywRERFJgY0rN7J8xnKsLM3Z0KUZBWo2x8bB2dhjSRpL9yW6iIgkd/PePWoFBnLuxg1cstlQtUtdsqlAFxERyRBO/naSSb0mERUZRbk8bnSt21wFuoiISAaxfvl6VsxeAUDn0kWpoQI9y1CJLiKSgdy4d483AgK4cPMmrva2jJ7cnQIN6ht7LBEREUmBPw/9yeT3JhMdGU1Fb3fWDRuKp3dhY48lIiIiKfDdx9/x2dzPAOhdqSTz+g1VgZ6FqEQXEckgrgUH80ZAABeDgnB3sGPUtLfJX6eusccSERGRFDh24BhT+kwhJiqGynk9+G7oMDy8Cxp7LBEREUmBb5Z+w6oFqwDoW6UUc/sNw8rOwchTyeukEl1EJAOIj4+n8aRJXAwKwsPRjlHTe5KvVm1jjyUiIiIpcOfGHaa8N4WY6Biq5vdk7bDhuOUuYOyxREREJAX2bt2bVKAPqFaGWX2GqEDPgkyNPYCIiDyfmZkZExrWpICLE2NmvasCXUREJAPJ4epEq0ZlqV4gF+uGj1CBLiIikoGUq+RL2aJeDKleTgV6FqY90UVE0jGDwYCJiQlBZ4+QwymGiR8MwqFEGWOPJSIiIilgMBhIiIslcv8uhufPR/5GnXBy8zL2WCIiIvIcBoMBgLhHIZjt2clnjWpTsEI9LG2yGXkyMRaV6CIi6dSFmzd5c9Ys5jWvi8EqhKCKxXEoWtLYY4mIiEgKHPr5EBtXbmBwhyqUuRmBj2817HPmMvZYIiIi8hwGg4GVc1YS/SiM7qU9KH7fnPwV6qhAz+JUoouIpEPnrl/njcBAbt2/z+B16xm5cCDZipQw9lgiIiKSAgd+PMDsobOJj4vnqKU57Xr2xT6nh7HHEhERkecwGAx8OuNTNn62EYC3zBqTv0VHFeiiEl1EJL05ffUqtQIDuf3wIflcHOk9qSd2KtBFREQyhH0/7GPOsDkkxCfQqGhepr39ngp0ERGRDMBgMPDx1I/ZvGozABPqVaFdy85YWNsaeTJJD1Sii4ikIyf//pvagYHcCQkhv6sTI+f1w6NcBWOPJSIiIimwe9Nu5o+cR0KCgSbF8rNq6AgcXTyNPZaIiIg8R0JCAh9N/ogfvvoBExOYXL8qI97upwJdkqhEFxFJJ/68fJnaY8dyNzQUHzdnRs4fgFuZssYeS0RERFJg58adLBy9gIQEAy2KF2Dl0BE45tAe6CIiIuldQkICH074kB+/+RETE5jaoDrDuvdRgS7JqEQXEUknxn75JXdDQynkkZ0R8wfgWqqMsUcSERGRFIgMj2TlnJUkJBhoXcKHFUNGYp/DzdhjiYiISAr8dfIvtq/9CVMTE2Y0qsHgbn0wt7I29liSzqhEFxFJBwwJCUyvU5GEuPu0HNkFF79Sxh5JREREUsjC1MCYt2tzducZFvQdTDZnV2OPJCIiIink7enIwFZVyB1jyYDOvVWgyzOpRBcRMaJb9+/j7uTEteN7uW56l05Te2Obr5CxxxIREZEUuH/nPg721sTs+pn68Tb06T8UW8ecxh5LREREniM+Lp5HIY+wMURhuXMvfQoWJ2+ZWirQ5V+ZGnsAEZGs6tDZsxTp04cx78/hTOxNHlYtrwJdREQkg9jy5Rberfcuxz7+HN8bsRQoVVsFuoiISAYQHxfPvBHzGPHmMB5t2IZvZDbylaujAl3+k0p0EREj2H/6NPXGjyc0IoIt589xt3IZbPL6GHssERERSYHvP/+ejyZ/RHRUNEG/X6NAqVrYOmQ39lgiIiLyHHGxccwZNoe9W/dy99ZdDNeiyFu2NmYWlsYeTdI5Hc5FROQ123PyJI0mTSI8Kgq/vK4MWTQMhwKFjT2WiIiIpMCGFRv4dOanAPSoUJwF/YZh4+Bs5KlERETkeWJjYpk9dDaHth/C3MyUJa3q07Xd2yrQJUVUoouIvEY7//yTJpMnExEdTal87gxZNBSngirQRUREMoLvPvmOz+Z8BsC7lUoyv99QFegiIiIZQGxMLDMHzeTXX37FwsyUpW0b0bVtNxXokmIq0UVEXpOfjx2j2ZQpRMbEUKaAB4MXD8Uxv46BLiIikhF8s/QbVi1YBUBf/1LM7T8MKzsHI08lIiIizxMTHcOMATM4svsIFmamfNyuMZ3adFWBLi9EJbqIyGty+urfRMbEUK6gJ4MWD8chbwFjjyQiIiIpkJCQwMUT5wHoX7U0s/sOVYEuIiKSQUSERXDz0jUszc34pF0TOrbtiqmZKlF5MXrGiIi8BvGxMTR1t+V2u2r4vt0a+7z5jT2SiIiIpFBCeBgDahehfTY73m3fQwW6iIhIBmIdHcqMtpWxumdGmxYdVaDLS9GzRkQkDf1y/Dgl83jx6MIRTps/oHSft7Byz2XssUREROQ5DAYDh34+RJnyhTHZvQu/B+YUeOsdLG2yGXs0EREReY7oyGhOHjlJsfw5yLbnEBWyeeNVrYYKdHlpeuaIiKSRDYcO0W7WLIq6ZCega01M6r6BtZsKdBERkfTOYDCwcs5K1i9fT72KhVhQrQoFytdRgS4iIpIBRIZHMuW9KZw8cpJhzSvRx68iXqWqq0CXV2Jq7AFERDKj7w4coO3MmcTGxeGYw4aEejVVoIuIiKSS8Efm3A2yfuayu0HWhD96+TfJBoOBT2d8yvrl6wGoYJ+DAuXrqkAXERHJACLCIpj47kRO/HoCa3MzKmfPQx4/Fejy6lSii4iksi/27aTd5zOJM42nesm89F00EjvP3MYeS0REJFMIf2TOhJ4VGdPZn+BbyYv04FvWjOnsz4SeFV+qSDcYDHw89WM2frYRgPH1/BnXa6AKdBERkQwgIiyCCe9M4PSR09hZWbCmS1taNO2gAl1ShUp0EZFUtHr3brp+MZ+EXgbK+eeiz+JR2KpAFxERSTWR4eaE3Lci6JodAV2eFOnBt6wJ6OJP0DU7Qu5bERn+Ym+YExISWDppKZtXbcbEBCbXr0pAzwFYWNumxd0QERGRVBQWGsa4HuM4+8dZsllbsKZrO5o2eRMTU1Wfkjr0TBIRSSXf7NtH53nzMPzv+9bDu2Hr5mnUmURERDKbnO5RTP38AO5e4UlF+pnfnZMKdHevcKZ+foCc7lEvtN5lU5bxw1c/YGICUxtUZ2SPfirQRUREMoCoiCjGvT2O88fPY29jydfd2tO4UVsV6JKq9GwSEUklvp6e5LC1oWLRxD3PrbPnNPJEIiIimZOLR/IifeRbVZMV6C4eL1agAxQr5o25mSkzG9Vk+Nsq0EVERDIKKxsrChbwwMHGkrXd36Jhg9Yq0CXV6RklIpIKYqMisAg6zbS+DWk5vLuxxxEREcn0XDyiGDzzj2SXDZ75x0sV6DH3gqlqCOOX3h0Y3K0P5lbPPmmpiIiIpD+RF88xqJgnP/frQd16LVSgS5rQs0pE5BUs27aNrYcPcvnoz5yyj8S5ZWOsHLMbeywREZFML/iWNfNHlk522fyRpZ862ei/iY+LZ8WsFVw/eRqLX3bhG2FH5ZrNVaCLiIhkAA/vPeTjaR8TcuYEOfb/jm+2fJSrUl8FuqQZPbNERF7Ski1bePeDD2g1cxY/xgSTULsWls46hIuIiEha++dJRHN4PoS3/cnh+fCpk43+m/i4eOaNmMf6T9cztfc0CoXZkK9cHRXoIiIiGcCDuw8I6BrAps83sXrCcorZ5yNXCX8V6JKm9OwSEXkJizZtot9HHwFQv3JhPN9siaVTDiNPJSIikvndDbJOdhLRvkvWQp6D9F2yNtnJRu8GPbsQj4uNY86wOezduhdzM1MCa/hTsEI9zCwsX/M9ERERkRd1/859AroEcO2va+S0t2FM7fp4Fq9s7LEkC1CJLiLyguZv3MjAjz8GoGWN4nSZPQJLJx3CRURE5HWwsYvDMXt00klEnd3CAHB2C0s62ahj9mhs7OKeum1sTCyzh8xm/7b9mJuZsqRVfd55q6cKdBERkQzg3u17BHQJ4Pql67g62PJ977epWrOhsceSLMLc2AOIiGQks9etY8TKlQC0rlWSDtOHYunobNyhREREshA7+zgmfHKYyHBzcrpHEXr/yTIXjyimfXEAG7s47OyTl+ixMbHMGjyLwzsOY25mytI2DenWrrsKdBERkQzgbtBdAroGcOvvW4kF+ns9qFilrrHHkixEJbqISAp9f/hwUoHeto4f7acNw8LB0bhDiYiIZEF29k+X5I/ldI965uWfzf2MwzsOY2FmyrJ2jencpqsKdBERkQwgISGBye9N5tbft3B3tOP793pS3r+2sceSLEaHcxERSaHaRQvRoHBe3qxbmg7Th6tAFxERyUCaNK1MAQ9nPnmzKV20B7qIiEiGYWpqSpe33qCAqxOb+76jAl2MQnuii4j8B4PBgMFgIDYyjL+P76Tb2zWxqF0H82wOxh5NREREniMhIQFTU1Oibl7F88QJfurZibxl3sDUTG+DRERE0rvHOR524ii1wyJ5d9hAPIqUNfZYkkXp1aOIyL8wGAwErlrF9TtBDC+fn7PuZljUrIWFCnQREZF0Lzoymil9p1C5ii9NbcHX4IJXmRoq0EVERDKAm1duMmPgDHr1qEfVe6EUci2GW8FSxh5LsjAdzkVE5BkMBgOjPvuMad9+y+e797Im9BZmteqoQBcREckAIsMjmfTuJI4fOM4Xi77FMzwbXqVVoIuIiGQE1y9dZ0yXMVw5d4U1i9ZT2K24CnQxOr2KFBH5fwwGA8M+/ZR5GzcC8HaLypTt3Q1z22xGnkxERESeJyIsgkm9J3H6yGlsLM35olMrSlZpoAJdREQkA7h28RqB3QJ5EPyA/Dkd+apXT1x9Shp7LBHtiS4i8k8Gg4HBn3ySVKD3aO1P0/EDVaCLiIhkABFhEUzsNZHTR05jZ2XBmi5tadG0gwp0ERGRDODqhasEdA3gQfADfFyc2Dy4H8VKVTb2WCkWEm7O9bvWz1x2/a41IeF6PZKRqUQXEfkfg8FA/48+YuGmTQC807YqjQMHYGZja+TJRERE5HkiIyIZ32M8Z34/QzbrxAK9aZM3MTHVWx4REZH07sq5KwR0DeDh3YcUdHViy+ABFC1R0dhjpVhIuDkNJlSkxhh/rgUnL9KvBVtTY4w/DSZUVJGegekVpYjI//x55QrLfvwRE+Dd9tVoOKYf5irQRUREMoSje45y7vg5sllb8nW39jRu3E4FuoiISAaxZskaQu6HUNjNma1DBlGoeDljj/RCHkWacyfEiktBdtQM8Ofag8RPs197kI2aAf5cCrLjTogVjyJVomdU+p8TEfmfgtntmd2kGufsoO7w3irQRUREMpCyvrmwrVacjiXKUq9eSxXoIiIiGYQhIYGebSvgGRzMjA6dKFCktLFHemG5c0axa+qBpMK85pI2fMGndF7Shkv37MjvHs6uqQfInTPK2KPKS1KJLiJZWnx8PHdCQnAwiefiiV241y6Md43amFk9+zhmIiIikn6EPgglJiYGAMc/zzKtfiNyFfdXgS4iIpIB3A26S3YXZ8KP7KfY+ds07/ku2b0KGXusl+bl8s8i3YkqHIB7JBXoXi4q0DMylegikmXFx8fTbeFCdv35Jx+1qs6jkm5YqUAXERHJEELuhxDYLRALzwSoCfltPFWgi4iIZBBnj51lQs8JNKjtx4iCeSmUvzzOuX2MPdYr83KJ4ovBf1BlZNWky74Y/IcK9ExArzBFJEuKi4+n8/z5rNq1i6CHD/jFNArrmnVVoIuIiGQAD+4+IKBrAH+f/5t7f9xhRURrqhdvrAJdREQkAzjz+xnG9xhPRFgEl47+hbd36UxRoEPiSUQ7z09+OJrO80s/dbJRyXj0KlNEspzYuDg6zp3LV3v2YG5qQv8e9ajWryemlpbGHk1ERESe40HwAwK7BnL1wlVyZLNhY4/udKvaFVtTK2OPJiIiIs9x+uhpxvccT2R4JGW9XNk0fBju3kWMPVaquBZsnXRM9Pzu4eyfuY/87uFPTjaqIj1DU4kuIllKbFwcHebM4Zt9+zA3NWXgO/Wp0f8dFegiIiIZwL3b9xjTZQzXLl7Dxd6Gjb27Ua1mI2OPJSIiIilw8teTTOg5gaiIKCp4u/P9iOHkzlfU2GOliut3kxfou6YewL/oA3ZNPZCsSL9+V0V6RqUSXUSyjJjYWNrNmsV3Bw5gYWbK4HcbUlV7oIuIiGQId4PuEtAlgBuXb+DqYMumPj2pUr2hsccSERGRFDh+6DgTek0gKjKKSt7ubBg2HE/vwsYeK9XY28Th6hj91ElEH59sNL97OK6O0djbxBl5UnlZOrGoiGQZYVFR/HX9GpZmpgx6rzGV3+2KmYUKdBERkYzg4d2HPAi+h7ujHd+/15Py/rWNPZKIiIik0K0rN4mJiqFyXg/WjxiBW+4Cxh4pVTnaxbFtwmEeRZqTO2fyk4h6uUSxe9oB7G3icLRTiZ5RaU90EckyzCMfMr9pRUYMbIH/e91VoIv8hz179tC0aVM8PT0xMTFhw4YNyZYbDAbGjRuHh4cHNjY21KlThwsXLiS7zv379+nYsSMODg44OTnRo0cPwsLCkl3nzz//pFq1alhbW+Pl5cWsWbPS+q6JSAblbghlXuvqbOr7jgp0ERGRDCQhPo4q7ubMa1GdjSNHZroC/TFHu7inCvTHcueMUoGewalEF5FMLTI6mk2//krI7atcOLOfO365KNejE6Zm+iCOyH8JDw/Hz8+PJUuWPHP5rFmzWLRoEUuXLuXw4cPY2dlRv359oqKevGjs2LEjp06dYvv27WzevJk9e/bQq1evpOWhoaHUq1cPb29vjh49yuzZs5kwYQLLli1L8/snIhlD0LUgLpy4QNiJo+Q+co6WflUpV6mWsccSERGRFDh+6DgP7twlYu8vFLlwnx5N3sQlV35jjyXyUtQiiUimFREdTbMpU9hx/Dhj61WkSNuK2PnXVIEukgINGzakYcNnH2vYYDCwYMECAgMDad68OQCff/45bm5ubNiwgfbt23PmzBm2bdvGb7/9Rrly5QBYvHgxjRo1Ys6cOXh6evLll18SExPDp59+iqWlJb6+vhw7dox58+YlK9tFJGu6+fdNArsGEvEojEVta1CoRBXcCpYy9lgiIiKSAr/+8iszBswgl7sTnzWvScEytbF3yWXssURe2mvZEz0+Pp5jx47x4MGDF7rdhAkTMDExSfZVpEiRpOVRUVH07duXHDlykC1bNlq3bs3t27dTe3wRyYDCo6JoPGkSO44fx8bCHPxyq0CXLOdl8/d5Ll++TFBQEHXq1Em6zNHRkYoVK3Lw4EEADh48iJOTU1KBDlCnTh1MTU05fPhw0nWqV6+O5T9O7lu/fn3OnTuX6jOLSMZy4/INxnQew92gu+S0sqRC3lIq0EX+n7TKeRGRV3Vw+0FmDJhBXFwchWxtKeFXUwW6ZHhpUqIPGjSI5cuXA4nBXqNGDcqUKYOXlxe7du16oXX5+vpy69atpK99+/YlLRs8eDCbNm3i22+/Zffu3dy8eZNWrVql5l0RkQzoUUQEDSdMYNeJE9hZmjN8WCvKduuoAl0yvdTM3/8SFBQEgJubW7LL3dzckpYFBQXh6uqabLm5uTnZs2dPdp1nreOf2/j/oqOjCQ0NTfYlIpnL9UvXGdNlDPfv3CdvDge2DupLiTJVjD2WiNG9rpwXEXkV+7ftZ9bgWcTFxVG/sDdfDx9Fdvc8xh5L5JWlSYm+du1a/Pz8ANi0aROXL1/m7NmzDB48mICAgBdal7m5Oe7u7klfOXPmBCAkJITly5czb948atWqRdmyZVmxYgUHDhzg0KFDqX6fRCRjCI2IoOHEiew9fRo7SwuGD29D2c5vqUCXLCE18ze9mj59Oo6OjklfXl5exh5JRFLR1QtXGdNlDA+CH1AgpyNbBvXDt1RlY48lki5khZwXkYxtz5Y9zB46m/i4eBoXzcea4aNwdstt7LFEUkWalOh3797F3d0dgK1bt9K2bVsKFSrE22+/zYkTJ15oXRcuXMDT05P8+fPTsWNHrl69CsDRo0eJjY1N9lHyIkWKkCdPnqSPkv8b7cUmkjlFxcRQf/x49p85g72VBSNGtqV0x/aYmOocypI1pGb+/pfH2/j/h1C7fft20jJ3d3fu3LmTbHlcXBz3799Pdp1nreOf2/j/Ro8eTUhISNLXtWvXXv0OiUi6cOPyDQK6BvDw7kN8XJzYMnggxfwqGXsskXTjdeW8iMjL2L9tP/OGzyUhPoGmvvn5csQonFx1CBfJPNKkWXJzc+P06dPEx8ezbds26tatC0BERARmZmYpXk/FihVZuXIl27Zt48MPP+Ty5ctUq1aNR48eERQUhKWlJU5OTk9t+98+Av6Y9mITyZysLCyoks8LB2tLRo5pT6kO7VSgS5aSWvn7PPny5cPd3Z0dO3YkXRYaGsrhw4epXDlxj9HKlSvz8OFDjh49mnSdX375hYSEBCpWrJh0nT179hAbG5t0ne3bt1O4cGGcnZ2fuW0rKyscHBySfYlI5pDDLTteHk4UdnPmh6GDKFyi3PNvJJKFvK6cFxF5GXkL5sbJwZaWJXxYNWwkjjk8jD2SSKpKk+MbdO/enXbt2uHh4YGJiUnS3uKHDx9OdmLQ52nYsGHSv0uWLEnFihXx9vbmm2++wcbG5qXnGz16NEOGDEn6PjQ0VEW6SCZw/9p5WvvmIH/DHuSuW18FumQ5qZW/AGFhYfz1119J31++fJljx46RPXt28uTJw6BBg5gyZQoFCxYkX758jB07Fk9PT1q0aAFA0aJFadCgAe+88w5Lly4lNjaWfv360b59ezw9PQF46623mDhxIj169GDkyJGcPHmShQsXMn/+/NR5QEQkwzAkJBB38iiL61bAy7M4BYqUNvZIIulOaua8iEhqio+OwumvE3zzZgMqVGqAfQ63599IJINJkxJ9woQJFC9enGvXrtG2bVusrKwAMDMzY9SoUS+9XicnJwoVKsRff/1F3bp1iYmJ4eHDh8n2Rv/nR8n/jZWVVdJMIpKx3QsNZfzq1Yys7c+NoFNcKuVN7rL+KtAlS0rN/D1y5AhvvPFG0veP//jctWtXVq5cyYgRIwgPD6dXr148fPiQqlWrsm3bNqytrZNu8+WXX9KvXz9q166NqakprVu3ZtGiRUnLHR0d+emnn+jbty9ly5YlZ86cjBs3jl69er3KwyAiGciFExc4uucIjcp6UuDUTQoVrEh2r0LGHkskXUrNnJ8+fTrr1q3j7Nmz2NjY4O/vz8yZMylcuHDSdaKiohg6dChr1qwhOjqa+vXr88EHHyQ7KfjVq1d577332LlzJ9myZaNr165Mnz4dc3Odj0gkK/jp25+wt7fBz/AA3xvRFKjaGFvHnMYeSyRNpFmytWnTBkgM3se6du36SusMCwvj4sWLdO7cmbJly2JhYcGOHTto3bo1AOfOnePq1atJHyUXkcwtOCSEOmPH8ueVK5y/fJJuAW9hX6aSCnTJ0lIrf2vWrInBYPjX5SYmJkyaNIlJkyb963WyZ8/O6tWr/3M7JUuWZO/evS88n4hkfOeOn2NCz/GEP4ogT73yNGrRAefcPsYeSyRdS62c3717N3379qV8+fLExcUxZswY6tWrx+nTp7GzswNg8ODBbNmyhW+//RZHR0f69etHq1at2L9/PwDx8fE0btwYd3d3Dhw4wK1bt+jSpQsWFhZMmzYtFe6tiKRnW7/aytKJSzE3M+XrTk0oULcVtg7ZjT2WSJpJk6YpPj6eyZMnkytXLrJly8alS5cAGDt2LMuXL0/xeoYNG8bu3bu5cuUKBw4coGXLlpiZmdGhQwccHR3p0aMHQ4YMYefOnRw9epTu3btTuXJlKlXSCYhEMrvbDx7wRkAAf165Qg47a+p2r499Oe2BLllbauWviEhaO/P7Gca9PY7wRxGUyu1C74YtVaCLPEdq5vy2bdvo1q0bvr6++Pn5sXLlSq5evZp0LpOQkBCWL1/OvHnzqFWrFmXLlmXFihUcOHCAQ4cOAfDTTz9x+vRpVq1aRalSpWjYsCGTJ09myZIlxMTEpO6dF5F0ZfMXm1k6cSkAHUoVoX6dlirQJdNLk7Zp6tSprFy5klmzZmFpaZl0efHixfnkk09SvJ7r16/ToUMHChcuTLt27ciRIweHDh3CxcUFgPnz59OkSRNat25N9erVcXd3Z926dal+f0QkfQl68IA3AgM5dfUqObPZMHpSN4o0a2rssUSMLrXyV0QkLZ0+eprxPccTGR5JGS9XNg0fhneB4sYeSyTdS8ucDwkJARI/RQZw9OhRYmNjk467DlCkSBHy5MnDwYMHATh48CAlSpRIdniX+vXrExoayqlTp15pHhFJvzau3MiyqcsA6F7el6WDRmDnmMPIU4mkvTQ5nMvnn3/OsmXLqF27Nr1790663M/Pj7Nnz6Z4PWvWrPnP5dbW1ixZsoQlS5a89KwikrHcvHePWoGBnLtxAxd7G0ZN6kbBf5yEWCQrS638FRFJKyd/PcmkdycRFRlF+TxubBg+DE/vws+/oYikWc4nJCQwaNAgqlSpQvHiiX/QCgoKwtLSMtn5xwDc3NwICgpKus4/C/THyx8ve5bo6Giio6OTvg8NDX3puUXk9Vu/fD0rZq8A4J2KJVjYfxg2Ds5Gnkrk9UiTPdFv3LiBj8/TH8dMSEggNjY2LTYpIlmAwWCg9YwZnLtxAzcHW8ZM6aECXeQflL8ikp49vPeQSb0TC/RKeT3YOHyECnSRF5BWOd+3b19Onjz53J3YUsP06dNxdHRM+vLy8krzbYpI6jiy+0hSgf5eZT8V6JLlpEmJXqxYsWeeJGzt2rWULl06LTYpIlmAiYkJkxrWpKCbM2Om9aRA/XrGHkkkXVH+ikh65uCUjU6t/amSz5MNI0bg4V3Q2COJZChpkfP9+vVj8+bN7Ny5k9y5cydd7u7uTkxMDA8fPkx2/du3b+Pu7p50ndu3bz+1/PGyZxk9ejQhISFJX9euXXupuUXk9SteyofqZQvQt0op5g8YrgJdspw0OZzLuHHj6Nq1Kzdu3CAhIYF169Zx7tw5Pv/8czZv3pwWmxSRTCwhIQFTU1Nun/sdS6sQJiwegH3JssYeSyTdUf6KSHqUkJAAhgTC9+6kt6s7PmNa4eiWx9hjiWQ4qZnzBoOB/v37s379enbt2kW+fPmSLS9btiwWFhbs2LGD1q1bA3Du3DmuXr1K5cqVAahcuTJTp07lzp07uLq6ArB9+3YcHBwoVqzYM7drZWWFlZXVi951ETESg8GAwWAgITwMk907+aBWNXzK1MHKzsHYo4m8dmmyJ3rz5s3ZtGkTP//8M3Z2dowbN44zZ86wadMm6tatmxabFJFM6lJQEKUGDmTLjxs5e/csNysUTZcFevgjc+4GWT9z2d0ga8IfpcnfLEWSUf6KSHpzZPcRhrYZQtDWLRS5cJ+CRauoQBd5SamZ83379mXVqlWsXr0ae3t7goKCCAoKIjIyEgBHR0d69OjBkCFD2LlzJ0ePHqV79+5UrlyZSpUqAVCvXj2KFStG586dOX78OD/++COBgYH07dtXRblIJmAwGPhy0ZfMHTyLmJ9/wjfYRAW6ZGlp1upUq1aN7du3p9XqRSQL+OvmTWoFBnLt7l2GrVvP2PcHYu+b/g5JEf7InAk9KxJy34qpnx+Af7xnCL5lTUAXfxyzRzPhk8PY2ccZb1DJEpS/IpJe/PrLr8wYMIO4uDgOfmPFW70HYO+Sy9hjiWRoqZXzH374IQA1a9ZMdvmKFSvo1q0bAPPnz8fU1JTWrVsTHR1N/fr1+eCDD5Kua2ZmxubNm3nvvfeoXLkydnZ2dO3alUmTJr3yfCJiXAaDgc/nfc53H38HQKdsdhRo1x1Lm2xGnkzEeLRrpIikS+dv3KBWYCA37t0jTw4H+k95J10W6ACR4eaE3Lci6JodAV386bXobwAe3M7GzAH+BF2zS7qeSnQREckKDm4/yOzBs4mLi6NuoTzMe6evCnSRdMRgMDz3OtbW1ixZsoQlS5b863W8vb3ZunVrao4mIkZmMBhYOXsl6z9dD8CY2pXopgJdJG0O52JqaoqZmdm/fomI/Jez169TMyCAG/fu4Z3TgdFz++JVpYqxx/pXOd2jmPr5Ady9wgm6ZseSvm3gamWW9G1D0DU73L3Cmfr5AXK6Rxl7VMnklL8ikh7s37afWYNnERcXR/3C3nw9fBTZ3XUIF5FXpZwXkbRmMBhYPmN5UoE+tnZlJrw7SAW6CGm0J/r69euTfR8bG8sff/zBZ599xsSJE9NikyKSSZy+epVagYHcfviQfC6OjJzTF8+KlYw91nO5eCQW6QFd/Am65gSfHuAeJBXoLh4q0CXtKX9FxNj2bt3L3OFzSYhPoHHRfKwaOgInV+2BLpIalPMikpYMBgPLpixjy5dbAJhQvwpjevTHwtrWyJOJpA9pUqI3b978qcvatGmDr68vX3/9NT169EiLzYpIJjDru++4/fAh+V2dGDmvHx7lKhh7pBRz8Yhi8Mw/GPlW1aTLBs/8QwW6vDbKXxExptiYWFYt+IKE+ASa+ubniyEjcHTxNPZYIpmGcl4k6wp/ZE5kuPkzP918N8gaG7u4Vz506LW/rvHTtz9iYgKT61djxNt9VaCL/EOaHM7l31SqVIkdO3a8zk2KSAZiSEggsHppWlcozJiFgzJUgQ6JJxGdPzL5cdvnjyxN8C1rI00kkkj5KyKvg6khntHda9GjYnFWDRupAl3kNVHOi2Ru4Y/MmdCzImM6+z/13jL4ljVjOvszoWdFwh+92n6y7jltGdmhOtMaVleBLvIMr61Ej4yMZNGiReTKpY9zikhy14KDSYiP58aJA1yOvUnbcT1wLV3G2GO9kOBb1v87lEviMdBnrt6XdIz0gC5Pv9gReV2UvyKS1oJvBRMfHUXUrp+pEWbGwj6DccjhYeyxRLIE5bxI5hcZbk7Ifaun3lv+8z1oyH0rIsNfvESPj4/n3u17xNwLxmzHL3Rx92FY934q0EWeIU0O5+Ls7IyJiUnS9waDgUePHmFra8uqVavSYpMikkEduXCBuuPG0c6vKK1qFOBh1XLYFihs7LFeyN2g5AX642OgPzlGeuKLnWlf6OSikraUvyLyuv34zY98NPkjBnauSdfsHhQo9Qa2jjmNPZZIpqScF8macro//d5y8Mw/mD+ydLL3oC/6XjM+Pp5FYxZxbN/vTO1ck7o27uQtVxtzK+0AJvIsaVKiz58/P1m4m5qa4uLiQsWKFXF2dk6LTYpIBvTr+fPUGzeOkIgI9l69QrVKbXDMYAU6gI1dHI7ZowGSnUT0n0W6Y/ZobOxe7Rh1Is+j/BWR1+mHNT/w4YQPAQg+foMCgzth65DdyFOJZF7KeZGs6//vpPX4PFz/3InrRcTHxbNg1AJ2b96NqakJXIsib3sV6CL/JU1K9G7duqXFakUkEzl49iwNJkwgNCICXy8Xhi0ajGPhYsYe66XY2ccx4ZPDzzzRi4tHFNO+OJAqJ3oReR7lr4i8Llu+3MJHkz8CoHPZYnwwaLgKdJE0ppwXydpcPKIYPPOPpAIdYPDMP16qQJ83Yh57t+7FzNSEhS3q0uutdzCzsEztkUUylVQr0f/8888UX7dkyZKptVkRyYD2nz5Nw4kTeRQZSYk8rgxbPBTnwkWNPdYrsbP/95Jch3CRtKT8FZHX7fvPv+eTaZ8A0L28L+8PGI6towp0kbSgnBeRx4JvWTN/ZOlkl80fWfqF9kSPi41j7vC57N+2H3MzUxa3rMc7HXqqQBdJgVQr0UuVKoWJiQkGg+E/r2diYkJ8fHxqbVZEMpg9J0/SaNIkwqOiKJnXjaGLhuJcqIixxxLJsJS/IpJWwh+ZP/Upqw0rNvDpzE+BXHQpm4clA3tj46DDSIikFeW8iEDyk4jm8HzIvQaNyLFtK0HXnAjo4p+iIj02JpbZQ2dzaPshzM1M+aBVA95u/7YKdJEUSrUS/fLly6m1KhHJxP6+c5uIqChK5XNnyPvDcCpQyNgjiWRoyl8RSQvhj8yZ0LMiIfetkt6YGwwGrp2/DOTGweoAZ0OsiTE7gg06XJlIWlHOi8jdoCcFurtXOL0WrWXS8YP0XbKWZQM6JJ1sdNoX/31y0ZjoGO78fRMLM1OWtm1E17bdVKCLvIBUK9G9vb1Ta1UikkklxMdRzcHAhI41yd+xCY75VaCLvCrlr4ikhchwc0LuWyW9MZ+xbBde9/6gVYES/GG3irvhntwNC+dRpDmOOnG2SJpRzouIjV0cjtmjAZj6+QFCrcIAcHYLSzrZqGP2aGyek8dmj+4ztUUFuFWWti06qkAXeUFpcmLRx06fPs3Vq1eJiYlJdnmzZs3ScrMiks78cvw4hT09iLl8nNNm9yjaow3WnnmMPZZIpqX8FZFXldM9KumNedA1O0Z3qcza4KlMz/Ydd8M9yO8ezq6pB8idU+f9EHndlPMiWYudfRwTPjmcdIi10PtPlrl4RDHtiwPY2D37HF3RUdEc3XOUMsW9sN29n2KWHni3egNTszStA0UypTT5qbl06RItW7bkxIkTyY7fZmJiAqBjtYlkIVuPHKHltGl4OdozqfsbWDSqjbWnl7HHEsmUlL8ikppyukdSvuYINn0xhFvBBajCAQgjqUD3clGBLvI6KedFsi47+2eX5MC/HsIlOjKaqX2ncuzAMd5rVI4R5fzJU7amCnSRl2SaFisdOHAg+fLl486dO9ja2nLq1Cn27NlDuXLl2LVrV1psUkTSoU2//kqLadOIiYvD1SUbJvXfUIEukoaUvyKSWgwGA1/M/4JNX3wAdE627IvBf6hAFzEC5byIpFRURBST35vMsQPHsLYwp6ZLXvKUVoEu8irSpEQ/ePAgkyZNImfOnJiammJqakrVqlWZPn06AwYMSItNikg6s+HQIVrPmEFsXBz+xbzov2Qk2bx0TEeRtKT8FZHUYDAYWDlnJWuXrQVy42T9TbLlneeX5lqwtXGGE8nClPMikhKR4ZFMencSfx76ExtLc77o3Io2Ld5SgS7yitKkRI+Pj8fe3h6AnDlzcvPmTSDxpCjnzp1Li02KyGsUEm7O9bvPfvN8/a41n/9ylLYzZxIbF0e1Et4MeH802XLpGOgiaU35KyKvymAw8OmMT1m/fD2QG2ebQzyMyk1+93D2z9xHfvdwLgXZUTPAX0W6yGumnBeR54kIi2Bir4mc/O0ktlYWfNm5Na2atleBLpIK0uSnqHjx4hw/fpx8+fJRsWJFZs2ahaWlJcuWLSN//vxpsUkReU1Cws1pMKEid0Ksnjoe6rVgayoMLUvQw2zAfKqXzE6fBSOw9cxtvIFFshDlr4i8qpVzVrLxs41ALpxtDvEgMleyY6DvmnqAmgH+SUX67mk6uajI66KcF5H/EhsTy4SeEzh77Cx2VhZ81bkNTZq8iYlpmuw/K5LlpMlPUmBgIAkJCQBMmjSJy5cvU61aNbZu3cqiRYvSYpMi8po8ijTnTojVU3uhXQu2pmaAP0EPs2Nm6k6lor70WTxKBbrIa6T8FZFXVaKUD1YWZgTUKk6h3FZPnUT0cZGe3z0cV8do7G2efZIzEUl9ynkR+S8Wlhb4+eUjm7UFa7q2U4EukspSdU/0cuXK0bNnT9566y0cHBwA8PHx4ezZs9y/fx9nZ+ekM4eLSMaUO+fTe6F9MfgPOs8vzaUgO7ycghnUYSa52nfD1s3D2OOKZAnKXxFJDTEP7lIqNIgdvd6kQo1mDI//jUeR5k/tae7lEsXuaQewt4nD0U4lukhaU86LSEpEXD5PDy8nhvfvSZkq9VWgi6SyVP2J8vPzY8SIEXh4eNClS5dkZwjPnj27gl0kk/jnXmiXguyoMrJqUoE+rucUvDtVUIEu8hopf0XkZcXHx/PpzE+5eOQ4Zjt+oXioDRVrtsDC2hZHu7h/PVRL7pxRKtBFXhPlvIj8m9AHoSwZt4R7J46Tfe8Rilp5qUAXSSOp+lO1fPlygoKCWLJkCVevXqV27dr4+Pgwbdo0bty4kZqbEhEj83KJ4ovBfyS7rNkbM3FuXQrLHC5Gmkoka1L+isjLiI+PZ9GYRWxYsYEpfaZT4KEl+crVwdxKJwwVSU+U8yLyLGGhYQR2C+THb35keeBHFLXNQ64S/irQRdJIqv9k2dra0q1bN3bt2sX58+dp3749H330EXnz5qVx48asW7cutTcpIkZwLdia5lMLJ7ts7eFxhETpGOgixqD8FZEXER8Xz4KRC9i5cSempiaMfcOfohUbqEAXSaeU8yLy/y0Zt4Qr567gbGfNpAYNyF2yqgp0kTSUpj9dBQoUYMqUKVy5coWvvvqKQ4cO0bZt27TcpIi8BteCrSkzuBR3Q10w4SJtfVrj5hnC7ZsOBHTxJ/iW3oCLGJPyV0T+S3xcPPNGzGP35t2YmZqwqEVd+nXprQJdJINQzotkbaEPQwEIuhZEjmzWbHinK2/UbmbkqUQyvzT/E9WuXbvo1q0b3bp1Iz4+nnfeeSetNykiaej6XWtKD/LjbqgLcJG6Fd7lzVXNmPblr7h7hRN0zY6ALv7cDdIbcRFjUv6KyLPExcYxZ9gc9m7di7mZKe+3rE/vjr0ws7A09mgi8gKU8yJZ0/0791kybgkATrZWbOjdneq1Ght5KpGsIU1K9OvXrzNlyhR8fHyoVasWV65c4YMPPuDWrVssXbo0LTYpIq/J7xePce/RReAiDSr1ptfiLlg6ZcfFI4qpnx/A3Sscx+zR2OhkYyKvnfJXRJ7n6w+/Zv+2/ZibmfJBqwa881ZPFegiGYRyXiRrMxgMzBo8izs37gAwv01zqlZvaOSpRLIO89Rc2TfffMOnn37Kjh07cHV1pWvXrrz99tv4+Pik5mZExIjql8hFqxIDiLR3osf8zlg6Oictc/GIYtoXB7Cxi8POXiW6yOui/BWRlGrYqCInN//C4MoV6Nauuwp0kQxAOS8iACYmJnTpWJNP5t1ibHQ92lRuY+yRRLKUVC3RO3XqROPGjVm/fj2NGjXCVCc0EMk04uPjiYsK59Lvv9Choy+mtepg4eD41PVyukcZYTqRrE35KyL/JT4+HjMzM6JuXiPnb0f4vnM7vMu8oQJdJINQzotkbY9zPOzUH1S6fZ8u/fvjUbScsccSyXJStUS/fv06rq6uqblKEUkHJq1Zw9Hz55hUozgX3Ewxe6Mu5vYOxh5LRP5H+Ssi/yYmOoZp/abh6+vNm242FIvPgXe5NzA1S9W3ASKShpTzIllX0PUgprw3hW6da1MrPJIiOYvgVriMsccSyZJS9U/YCnaRzMVgMDDuyy8Zv3o13x85yqrga5jWqq0CXSSdUf6KyLNER0Uz5b0p/L73d75Z/j05QqzxLqsCXSSjUc6LZE23rt4ioEsAVy9cZc2SDRTKUVgFuogR6RW0iDyTwWAgcNUqpn37LQCdm5THf1BPzG2zGXkyEREReZ7oyGgmvzeZPw/9ibWFOSs7NKdCjSYq0EVERDKAm1duEtgtkLtBd8mT3Z5ve7+DR5Gyxh5LJEvTq2gReYrBYGDUZ58xa906ALo0q0CLCYNUoIuIiGQAkeGRTHlvCid+PYGNpTmfdWxJ62YdVKCLiIhkANcvXSewWyD379zHO4cDmwf0oXhpf2OPJZLl6ZW0iCRjMBgY9umnzNu4EYDuLSvTdGx/FegiIiIZQERYBJN6T+L0kdPYWpqzqnNrmjd5UwW6iIhIBnDt4jUCuwXyIPgB+XM6smlgX4r5VTL2WCJCKh8T/bFx48axc+dOoqKi0mL1IpKGLt66xdJtPwDQo7U/zcYNVIEukkEof0Xkt12/cfrIaeysLPiqS1taNNUe6CKZhXJeJPPbuHIjD4If4OPixObB/VSgi6QjafKK+uDBg8ybN4+4uDjKly9PjRo1qFmzJlWqVMHGxiYtNikiqcQzmzWLm9fgsEkkDUb1w8zG1tgjiUgKKX9FpGASoJ4AAIDaSURBVELxXPSuV4bGeYvSuFFbTEzTZJ8ZETEC5bxI5mZISKBjYz9yXrnK+JbtKFS8nLFHEpF/SJNX1du3b+fhw4fs2LGDRo0aceTIEVq1aoWTkxNVq1ZNi02KyCtISEjganAwESF3uXhsB3aVvWkwqh/mKtBFMhTlr0jWFBYSRvijcCIun8dp32+MqVpLBbpIJqScF8mc7ty4Q0J8PGFHDlDo1HUWdXlbBbpIOpRmn+00NzenSpUquLi4kD17duzt7dmwYQNnz55Nq02KyEtISEig15IlbDh0kI9a1SS2jCfWNetgZmVt7NFE5CUof0WylkcPHzHu7XGYJsQyq3F5ijkVIFcJfxXoIpmUcl4kc7l46iJju4/Fv0IhJvgVpGC+cuTIU9jYY4nIM6TJq+tly5bx1ltvkStXLvz9/dm2bRtVq1blyJEjBAcHp8UmReQlxMfH02PxYpZv386DsHD2mkSpQBfJwJS/IllL6INQArsHcvH0Re5cvY1TnJMKdJFMTDkvkrlcOHGBwO6BhIWGcfPU3+TxKq0CXSQdS5M90Xv37o2LiwtDhw6lT58+ZMumkxKKpDfx8fF0W7iQVbt2YWZiQt+utak5uJcKdJEMTPkrknWE3A8hsFsgf5//G2c7a77r2YmatZsZeywRSUPKeZHM4+yxs0zoOYGIsAhK5srJ90OGkCt/MWOPJSL/IU12U1m3bh0dO3ZkzZo1uLi44O/vz5gxY/jpp5+IiIhIi02KyAuIi4+n8/z5rNq1C3NTE/q9XYdaQ3qrQBfJ4JS/IlnDg7sPCOgawN/n/yZHNms2vNOFN1Sgi2R6ynmRzOHM72cY32M8EWERlM7twqZhQ/EuWNzYY4nIc6TJnugtWrSgRYsWAISEhLB3716+/fZbmjRpgqmpKVFRUWmxWRFJgdi4ODrOncu3+/djbmpC/x71qNH/HUwtLY09moi8IuWvSOZ3/859ArsFcv3SdXJks2F9r65Uq9nI2GOJyGugnBfJ+E4dOcXEXhOJioiirJcrG4YNJXe+osYeS0RSIM1OLHrv3j12797Nrl272LVrF6dOncLZ2Zlq1aql1SZFJAVi4uK4djsIc1NTBr5Tj6r9emJqoQJdJLNQ/opkbhFhETy6/xAXexvWv9uNKtUbGnskEXmNlPMiGduDO/eIiYqmgrc764cNxdNbx0AXySjSpEQvUaIEZ86cwdnZmerVq/POO+9Qo0YNSpYsmRabE5EXkPDoHrMalmG7WQnK9OiEmQp0kUxD+SuS+TlF3WV+m2oUy+FDxSp1jT2OiLxGynmRjC0hPg4/+xgWt3qDljUa4+Fd0NgjicgLSLMTi9aoUYPixXVMJ5H0IDo2lo2HD9OgkDd/nTnAdV83ylSpqQJdJJNR/opkTsE3gwm6FkS+bHF4/naWwoUq4F6krLHHEpHXTDkvkjH9eehP3HK7YnvpBIXP3cOnfisc3fIYeywReUFpUqL37dsXgJiYGC5fvkyBAgUwN0+zI8eIyH+Iiomh1fTp/HD0KAOrl6bCW1Wxq/YGpmb6mRTJbJS/IpnP7eu3CegawMPg+8xuU51apavjVriMsccSESNQzotkPEf3HmVa32lkd7Tls9a1KFiuDg6uXsYeS0RegmlarDQyMpIePXpga2uLr68vV69eBaB///7MmDEjLTYpIs8QGR1N86lT+eHoUazMzbAr560CXSQTU/6KZC63rt5iTJcx3LlxBxc7a6rlL6UCXSQLU86LZCy/7fqNqX2mEhsTSxEHe8qVrqUCXSQDS5MSfdSoURw/fpxdu3ZhbW2ddHmdOnX4+uuv02KTIvL/RERH02TyZH764w9sLMwZPqg5FXp0UYEukokpf0Uyj5tXbhLQJYDgm8F4ZbdnS//elK5Q09hjiYgRKedFMo7Dvxxmer/pxMXGUbugF+tGjiKHh7exxxKRV5AmJfqGDRt4//33qVq1KiYmJkmX+/r6cvHixbTYpIj8Q1hkJI0nTeKXP//E1sKcYYNbUq57JxXoIpnc68zf+Ph4xo4dS758+bCxsaFAgQJMnjwZg8GQdB2DwcC4cePw8PDAxsaGOnXqcOHChWTruX//Ph07dsTBwQEnJyd69OhBWFhYqs4qktFcv3SdMV3GcDfoLt45HNg6oA9+5aobeywRMTK9zxbJGA5uP8iMATOIi4ujbqE8fDN8NNnddQx0kYwuTUr04OBgXF1dn7o8PDw8Wdi/qBkzZmBiYsKgQYOSLouKiqJv377kyJGDbNmy0bp1a27fvv3S2xDJ6OLi42k8aRK7TpzAztKc4cNbU7ZrBxXoIllAWuXvs8ycOZMPP/yQ999/nzNnzjBz5kxmzZrF4sWLk64za9YsFi1axNKlSzl8+DB2dnbUr1+fqKiopOt07NiRU6dOsX37djZv3syePXvo1atXqs4qkpHcuXGHgK4B3L9zn3w5HdkysC/Fy1Qx9lgikg68zpwXkZfz267fmDloJvFx8TQokpevh48iu3tuY48lIqkgTUr0cuXKsWXLlqTvHwf6J598QuXKlV9qnb/99hsfffQRJUuWTHb54MGD2bRpE99++y27d+/m5s2btGrV6uWHF8ngzM3MaFCsINmsLBg+oi1lOqlAF8kq0iJ//82BAwdo3rw5jRs3Jm/evLRp04Z69erx66+/Aol7oS9YsIDAwECaN29OyZIl+fzzz7l58yYbNmwA4MyZM2zbto1PPvmEihUrUrVqVRYvXsyaNWu4efNmqs4rklHkcMtBwXxuFMjpyJbB/fAtlbo/uyKScb3OnBeRl5O/UB7ccjrQuFg+1gwfhbObCnSRzCJNmrVp06bRsGFDTp8+TVxcHAsXLuT06dMcOHCA3bt3v/D6wsLC6NixIx9//DFTpkxJujwkJITly5ezevVqatWqBcCKFSsoWrQohw4dolKlSql2n0QyigfX/6KWtw2Os3qQu24DTP6vvTsPi6r6/wD+BoZ12NcBwX3fcSNwCQX33NJKRXC3BTfcUHEhCxWzMI20tDRNszKttLJMBTOIFMXcvuZCgsKwryMDDHN/f/BjcgQSdWCAeb+eZ54n7r0z87mncc7c95w5R79WvisjonpI0/3vf/Hy8sLHH3+Mv//+G23btsWlS5dw9uxZvPfeewCAxMRESKVS+Pr6qu5jZWUFDw8PxMbGYuLEiYiNjYW1tTV69eqlOsbX1xf6+vqIi4vDuHHjNFozUX0nKJV4kBCHd/p1hcu4V9C6U09tl0RE9Uhd9vNE9OTKiuUwuRqPgxOGoFsvH1jZOWu7JCLSoFpJ1/r164eEhAQoFAp06dIFv/zyCxwdHREbG4uePZ/8YiAwMBAjR45UuxAHgPj4eJSWlqptb9++PZo2bYrY2NhqH6+4uBj5+flqN6KGLKewELO2bcOdGwn4O/EcbndpwgCdSAdpuv/9L8uXL8fEiRPRvn17GBoawt3dHQsXLoSfnx8AQCqVAgCcnJzU7ufk5KTaJ5VKK/0sXSQSwdbWVnXMo9iHU2N05/odfLrxE+Sd+x0tL91Fpxa9GKATUSV12c8TUc2dPHISvx76GcXRJ9Hxrgw9+wxlgE7UCNXaHA+tWrXCzp07n/lxDh48iAsXLuDcuXOV9kmlUhgZGcHa2lpt+8MX6FXZsGED3nzzzWeujag+yC4owOA1a3Dh9m1cvXUF89/0h3kvLwboRDpKU/3v43z11VfYv38/Dhw4gE6dOiEhIQELFy6Ei4sLpk6dWmvPyz6cGpvbV29j9fTVKMwvRJM73TDi5Smwa9pO22URUT1VV/08EdXML4d+QeTqSAACek8ahtbDX4aZlb22yyKiWlCvU7bk5GQsWLAA+/fvh4mJicYed8WKFcjLy1PdkpOTNfbYRHUpMz8fPqtW4cLt27AxM8aY2cMgZoBORHVg6dKlqtHoXbp0gb+/P4KCgrBhwwYAgEQiAYBKi32npaWp9kkkEqSnp6vtVygUyM7OVh3zKPbh1JjcvHwTq6avQmF+ITo722HJ6AkM0ImIiBqI418exwerPoAgCHilWzuMG/YSA3SiRkyjSZu+vj4MDAz+8yYS1Xzwe3x8PNLT09GjRw+IRCKIRCJER0dj69atEIlEcHJyQklJCXJzc9Xu9/AFelWMjY1haWmpdiNqaDLy8jAoJAQJiYmwNTPB8jVT0HHsGAboRDpI0/1vTTx48AD6j7zfGBgYQKlUAgBatGgBiUSCkydPqvbn5+cjLi5OtfiZp6cncnNzER8frzrm1KlTUCqV8PDwqPJ52YdTY/G/hP9h9fTVkOXL0LWJPY4tWYzmbbtpuywiqoe00c8T0X/78cCP+HDthwAAvx4dsGvxcoitHbRcFRHVJo32tEeOHKl2X2xsLLZu3aq6uK4JHx8fXL58WW3b9OnT0b59ewQHB8PNzQ2GhoY4efIkxo8fDwC4ceMGkpKSuDo5NWppOTnwWb0aV5OSYCc2xfJQf7Qb9YK2yyIiLdF0/1sTo0aNQlhYGJo2bYpOnTrh4sWLeO+99zBjxgwAgJ6eHhYuXIi3334bbdq0QYsWLbB69Wq4uLhg7NixAIAOHTpg2LBhmD17Nnbs2IHS0lLMnTsXEydOhIuLi0brJapPrl+4jtDZoSiSFcHd1QHfLl6Epq06abssIqqntNHPE1H1ju49ip3ry6dVmtqrIz5csAxmVrZaroqIaptGQ/QxY8ZU2nbjxg0sX74cR48ehZ+fH9atW1fjx7OwsEDnzp3VtonFYtjZ2am2z5w5E4sWLYKtrS0sLS0xb948eHp64rnnnnu2kyGqx6a89x6uJiXB3twUK9ZNRZsRI7RdEhFpkab735rYtm0bVq9ejTfeeAPp6elwcXHBq6++ijVr1qiOWbZsGWQyGebMmYPc3Fz069cPx48fV5uibf/+/Zg7dy58fHygr6+P8ePHY+vWrRqtlag+kRXI8NZrb6FIVoSebo74dsliuLbooO2yiKge00Y/T0RVu3LuiipAn9GnMz6YvxSmljZaroqI6kKt/eYrJSUFa9euxWeffYahQ4ciISGhUiCuCREREaqL7uLiYgwdOhQffvihxp+HqD55a8Qg3E9Pxqxlr6DN8OHaLoeI6pG66n8tLCywZcsWbNmypdpj9PT0sG7duv+8sLe1tcWBAwc0Xh9RfWVqZoxZft6I+ykehxYvgkszzoFORDVXV/08EVWtXcdmGDmgE5qU6GPL3CUM0Il0iMZD9Ly8PKxfvx7btm1D9+7dcfLkSfTv319jjx8VFaX2t4mJCSIjIxEZGamx5yCqjxRlZRAZGCDtZgJKlalYtSUQFt16a7ssIqonarv/JaJnU6Yog56eAFlMFPzEVlizfAVsXJpruywiaiDYzxNpV5miDEq5DMqoUwjv0wstuw9igE6kYzQaom/atAnh4eGQSCT44osvqvzZGRE9uaSMDAwPDcXqYd5oYqvAvV7tYNGlp7bLIqJ6gv0vUf128exF7Fy/E0tm+6BvZinatPeClVNTbZdFRA0E+3ki7Tr44UFcP38VS0Z1Q/dsfbTqORjGYi5uT6Rr9ARBEDT1YPr6+jA1NYWvry8MDAyqPe7w4cOaekqNyM/Ph5WVFfIOHoSlmZm2yyFS809aGgaGhOCf9HQ0t7fC2x8sgGX3Xtoui4g0KCM7AzO9ZiIvLw+Wlk/+gbyh9r+aUNGHh58MR4cmnFea6p/43+KxPnA9SktKMaFbG3wybyEsHd20XRYRaVD+nTuwWrjwqfvxx2nM/XxFP/7hbx/C1cFV2+UQqREEAV9s+wIHPzwIAHhvtDfemDSLATpRI5L/4AGsJk6sUR+u0ZHoAQEB0NPT0+RDEum0O1IpBoaEICkjA01szLF4/UwG6ERUCftfovrpXNQ5bJi3AYpSBZ5v5Yrtr89lgE5ET4z9PFHdEwQB+9/fj692fAUAWPx8bwboRDpOoyH6nj17NPlwRDrtVkoKBq5ahXuZmXC1tcCKTa/Crd8AbZdFRPUQ+1+i+ifuVBzC54dDoVDAp40bvloSDFtnTuFCRE+O/TxR3RIEAXvf24tvdn4DAAge2AfrXlsII1NzLVdGRNqkr+0CiKiyv+/fh3dICO5lZqKZnSVWvPMGA3QiIqIakhWIkCk1qXJfptQEsgKNjiOpJPZErCpAH9y2Kb5aygCdiIioIRAEAXve2aMK0EN8nmOATkQAGKIT1Usf/vgj7mdlobm9FZa/Gwi3vn21XRIREVGDICsQIXSWB1b6eyEjVT1Iz0g1wUp/L4TO8qi1IL2srAxfRh6EQqHAsPbN8eXS5bCVMEAnIiJqCNLvp+P4wZ8AAGsGe2HtqwzQiahc7Q7DIaKnsqhPZ2Rk3caAV8fCxeM5bZdDRETUYBTJRMjLNoY0WYyQAC+E7Y2Bg7McGakmCAnwgjRZrDpObKHQ+PPrlZVhaUB/nP9OjM2zA2Ht2ETjz0FERES1w8ZchFX+3lDeLUTwjLkwNDHTdklEVE9wJDpRPfFPWhoUpaW4fzkGfz9IxOiVUxmgExERPSF7iRxhe2MgcZOpgvTrF2xUAbrETYawvTGwl8g1+rzSZCnKiuUoiv4Vz2UL2PLGAgboREREDYBSqYT0nhQlOZnQP3kKE6xdGaATUSUM0YnqgUuJiei1aBEmv70WVwoTkdW3B8xad9B2WURERA2Sg7N6kB48uZ9agO7grNkA/eSRk3ht2Gs4vjESHe/K0LrLAJjbOGn0OYiIiEjzlEolPlz7IRaNC8Ldz79BpwJTtOjpywCdiCphiE6kZRdu38agVauQVVCAv6QpSO3RGWat22u7LCIiogbNwVmOoPCLatuCwi9qPEA/8c0JbF25FcoyJXKupaJVF28G6ERERHXkWRYTLysrw7aQbfjl61/woPAB9JKK0JIBOhFVgyE6kRadv3kTPqtWIbugAB2a2CF4WxDsunTTdllEREQNXkaqCSKC3dW2RQS7V1ps9Fkc//I4toVsgyAImNi9HT5dHAyxjYPGHp+IiIiq9yyLiZeVlWHryq04eeQk9PX18O7oQZgX8BpExpr7nEBEjQtDdCItibtxA76rVyNXJkNHV3ss27oY9p0ZoBMRET2rhxcRtXPJBWZ4wc4lVzVHuiaC9B+/+BEfrv0QAODXoz12LV4OsTUDdCIiorry6GLiFf37w58D8rKNUSRTD9HLFGXYErwFp787DX19PWwZ7Yt5Aa8zQCei/8QQnUgLYv/3PwxZuxZ5Dx6gs5sDlm5bBLtOnbVdFhERUYOXKTVRW0Q0MPIQ0DQWgZGH1BYbre6n3zVx7PNj2PHmDgBAQM+O+CgoGGIrO02dAhFRnThz5gxGjRoFFxcX6Onp4dtvv1XbP23aNOjp6andhg0bpnZMdnY2/Pz8YGlpCWtra8ycOROFhYV1eBaky55mMfEyRRneW/Yeoo9Fw0BfD9vGDsEb/q/CwNBIi2dCRA0BQ3QiLcjMy0WRXI4uTR2x9IMlsOvAAJ2IiEgTTMUKWNkWqy6cbZzKwxwbp0LVhbaVbTFMxYqnfo6slDQAwPTenbF94TIG6ETUIMlkMnTr1g2RkZHVHjNs2DCkpqaqbl988YXafj8/P1y9ehUnTpzAsWPHcObMGcyZM6e2SydSedLFxBUKBbJT0yEy0McHLw7Fq36zGaATUY1Uv8ICEdUKZZkCXQwf4G3/QZCMHwKbtlxElIiISFPEFgqE7opDkUwEe4kc+dn/7nNwlmP9vhiYihUQWzxdiK54UIiXO9hh8HhfBIzzh6mljYYqJyKqW8OHD8fw4cP/8xhjY2NIJJIq912/fh3Hjx/HuXPn0KtXLwDAtm3bMGLECGzevBkuLi4ar5moKhWLiQdP7qfaVt1i4kJeJtaO6Iayzh3x0lg/BuhEVGMciU5UR6KvXMHNe/eQfDEa15XpaB4wmgE6ERFRLRBbKNR+uv0we4n8qQL06GPRkGVlofTUCXROV2LqiwEM0Imo0YuKioKjoyPatWuH119/HVlZWap9sbGxsLa2VgXoAODr6wt9fX3ExcVV+XjFxcXIz89XuxE9q8ctJl5aUorT35+GPPUeTE+fRS89RwboRPTEGKIT1YETFy9iWGgovJcvQ1T+Pyj09oJpk+baLouIiIhq4MvtX+LdJe9iw7QQtE8tQ6sevjCxsNZ2WUREtWrYsGHYu3cvTp48ifDwcERHR2P48OEoKysDAEilUjg6OqrdRyQSwdbWFlKptMrH3LBhA6ysrFQ3Nze3Wj8Patwet5h4yl0DbJi3ARHLIvD9uh3opLBBU3dvBuhE9MQYohPVsuPx8Rj19tuQl5SgiZMlDIcNhIlLU22XRURERI8hCAIObDuA/e/vBwAMlEjQrtcQGIsttVwZEVHtmzhxIkaPHo0uXbpg7NixOHbsGM6dO4eoqKinfswVK1YgLy9PdUtOTtZcwaRzarKY+PwxXXA+OhXGIgMMdWmJZj0HMUAnoqfCEJ2oFv14/jzGhIWhuLQUz7VzxcJty2DRvKW2yyIiIqLHEAQB+7fux8HIgwCAxQN6IfyNRQzQiUhntWzZEvb29rh16xYAQCKRID09Xe0YhUKB7OzsaudRNzY2hqWlpdqN6Gn912Liaz+OgpFxMkrk92AkeoA9k8dg8oQA6BtwaUAiejp89yCqJUf//BPjN25EqUIBzw5umLd1Gczdmmm7LCIiInoMQRCw9729+GbnNwCAYO8+WPf6QhiZmmu5MiIi7bl37x6ysrLg7OwMAPD09ERubi7i4+PRs2dPAMCpU6egVCrh4eGhzVJJR1S3mHixvBifhq5ASXE2jEVF2Ofng/FjJzNAJ6JnwncQolrwy8WLqgC9b6emCNy6DOZNOIULERFRQ3Aw8qAqQF/p8xzWzpnPAJ2IGp3CwkLVqHIASExMREJCAmxtbWFra4s333wT48ePh0Qiwe3bt7Fs2TK0bt0aQ4cOBQB06NABw4YNw+zZs7Fjxw6UlpZi7ty5mDhxIlxcXLR1WqRjxBaKSguG79qwC7fibsHUSIS9U17Ei6MmMkAnomfG6VyIakH3Zk3RytYK/bs0w7xtyxmgExERNSDde7WD2MQIqwd7IfRVjkAnosbp/PnzcHd3h7u7OwBg0aJFcHd3x5o1a2BgYIC//voLo0ePRtu2bTFz5kz07NkTv/32G4yNjVWPsX//frRv3x4+Pj4YMWIE+vXrh48//lhbp0QEAOjSpQXExoY44D8B40dzBDoRaQbfSYg0rKy0BAV//4nVMwfBYOggmEmaaLskIiIiqqGS3Cy0TrmDX2e/jJ79X4ChiZm2SyIiqhXe3t4QBKHa/T///PNjH8PW1hYHDhzQZFlEz2yQmT7Wzp+Frn2HQk+fY0eJSDMYohNpyIHoaOTk52GovQjXzGQwGjgYxvZVL6hDRERE9YdSqcRnmz9DH69OaJd2F53yjdGivy8DdCIiogagML8Qn2z4BJ5j2gAAWogc0LUXA3Qi0iyG6EQasPfUKUx//30oBQFvzRiM9jNehrG9k7bLIiIiosdQKpX4cO2H+OXrX3Diix9w+tVJaOHFAJ2IiKghKMwrxJqZa3Dryi1k/HUZP04NwIDOIxmgE5HGMUQneka7f/0VM7dtgyAIGNyrNdpNZ4BORETUEJSVleGD1R/g5OGT0NfTw5pBXujedyRExibaLo2IiIgeIz8nH2tmrsGda3dgZWqMzUNHwLfrWAboRFQrGKITPYOdP/+MOZGRAIChfdpiZsQymNg5arkqIiIiepyysjJsXbkVp787DX09PbwzaiDm+7/GAJ2IiKgByMvOw+rpq/HPjX9gbWaMQ7OmYNCgUQzQiajWMEQneko7fvoJr2/fDgAY6dke095bBmMbey1XRURERI9TpijDluVbEH0sGvr6eogY7YM3/OYwQCciImoAcrNysXraaty9eRc2YhMcnuUPb59R2i6LiBo5huhET+HczZuqAP2Fvh0wdfNSBuhEREQNxHeffYfoY9Ew0NfD+2MH4zW/OTAwNNJ2WURERFQD7694H3dv3oWduQkOz5qKAYNGarskItIBDNGJnkJ3tyZ4w7M77huWwn/TUhhZ22q7JCIiIqoh3yE9cfnbXzCrW1fMnjSLAToREVED4j/ZG0W37+KjSS+h34Dh2i6HiHQEQ3SiJ6AoK4OypAiJ8ScxcHRX6A3ygZGVjbbLIiIioscoKyuDIAgoTk+BZUwsvnxpLJr3HMQAnYiIqAEoU5TBQGSAwut/oevd+zgx9zW4dOqj7bKISIcwRCeqofBvvsFP584hYkgv3JHoQX+QLwwtrbVdFhEREdXA7k270dq8CWa2tUcnhQ2a9RzIAJ2IiKgByEjNQOisULz8cn+MEgS0s20LSfte2i6LiHQMly0mqoGwr77C8s8+Q/S1a/g0NRH6PoMZoBMRETUApaWlAICr56/ip69PQpyhj2Y9GKATERE1BOn307HSfyWSbyfj64+OoZVVawboRKQVDNGJHiPk4D6sOvk5YAhMHNoDg5a8CpGFpbbLIiIioscolhfj0/BPAQCGBvrY9fIL8B78IgN0IiKiBkB6T4qV/iuRdi8NLtbmOPL6TLh26q3tsohIR3E6F6JqCIKAtQcOYP2Zr4FXgWFXOuCl5YsgMmeATkREVN8VFxUjLDAM/0v8H9AHCB36PPxemAp9A378JSIiqu9Sk1IRMjUEmamZcLWxwNF5r6J7rwHaLouIdBhHohNVQRAEhOzbh7e+/FK1zeeNKTBkgE5ERFTvyR/I8dbrbyEhJgFGIgMAwJBBIxigExERNQAp/6Rgpf9KZKZmoqmtJX5c8AYDdCLSOoboRFVIyc7GR8d/AgCMer4zAEBkYqbNkoiIiKiGLv95GZfjLsPUSIRPh4zBuTbvoKO4ubbLIiIiohr4+eufkZWWheZ2lvhhwRvo0qOvtksiIuJ0LkRVMSg1xttDJuCC/i20mzMCR8+EqPZlSk1gKlZAbKHQYoVERERUnc4t7RD0Qh/0c2yOMS+8whHoREREDcj4QR1gff0mlgwfjY7dntN2OUREABiiE6kIgoDbqakQ61tg2No+SCvxwduf/4FCkzuqYzJSTRAS4AUr22KE7opjkE5ERFRPPCh8gGJ5MYxlWbD+7RwW9uwL1+4DoKfPH14SERHVd9J7UkisLCH6+We0yizAkFf84NCik7bLIiJSYYhOBECpVGLuRx9h3+lTCBv2EqQlvkjPcsTqOT6YszUdAJCTZo7w+V6QJosBAEUyEUN0IiKieqAwvxChs0PxICcP7473QgfrlnDt1p8BOhERUQOQeCMRq6etxjhXW+y5/A9ylsyHDQN0IqpneGVBOk+pVOL17dux/aefIJMX44ZZMt7+/A9I3GSQJosRGTgBSPJEZOAESJPFkLjJELY3BvYSubZLJyIi0nmFeYVYM2MN/r70N/IycmBdbAk3BuhEREQNwu1rt7EqYBXyc/JRkJINALBp0kLLVRERVcarC9JpSqUSsz/4AB///DP09fTw+hRvDA4OhKSFHsL2xkDiJkNWijXwaQyyUqxVAbqDMwN0IiIibcvPyceq6atw68otWJka49D0yRg8ZBwDdCIiogbg1pVbWD1tNQryCtBRYov3/SZruyQiomrxCoN0VllZGQI+iMCnV3+FniHwhv9ADF76BgyMTQAADs5yBIVfVLtPUPhFBuhERET1QH5OPlZPX4071+7A2swYh2ZNxuAhYxmgExERNQB///U3Vk9fhcL8QnRxsccPS4Lg2qKdtssiIqoWrzJIJynKyjB1yxbsvxoNvAq8Mr0PfBa/pgrQgfJFRCOC3dXuFxHsjoxUk0cfjoiIiOpQblYuQqaGIPF/ibARm+DwbH/4DuYIdCIioobgfwn/w5oZayAreIBuTRxwbMkiNG/bTdtlERH9J15pkE5SKpXIzM2GgV753739JlQK0EMCvFRzoIcfOKuaIz0kwItBOhERkRaVlpSiKC8fduYm+Hb2VAz0Ga3tkoiIiKiGigofoFReDHdXBxxdugRNW3fWdklERI/FEJ10Uk5OCib5uCBgUj8AgL6hoWpfplQ9QA/bG4MOPXJUc6RXBOmZUgbpRERE2mCWJ8WW8f1xZM40DBg0UtvlEBERUQ0pyxRojVxsnzAQ3y9dAreWHbRdEhFRjTBEJ51RUlqK3b/+ivyMezh540dMs/wZVoN6VDrOVKyAlW1xpUVEHZzlqiDdyrYYpmJFXZ8CERGRzspKy8K50+dQeP0vOMVdhnfTbujvPULbZREREVENXPnzCpJu/gNZTBTa/i8D4weOgmsLBuhE1HCItF0AUV0oLi3Fy+Hh+P7PP3GmT0e08esM5AD6BpX/CYgtFAjdFYcimQj2EvVFRB2c5Vi/LwamYgXEFgzRiYiI6kJGagZCpoYg43463hrXDwP7eEPSvpe2yyIiIqIauBR7CW+9/hbMjA3x2Us+aN17MKydm2m7LCKiJ8KR6NToyUtKMH7DBnz/558wMtCHk0crGLv/94W32EJRKUCvYC+RM0AnIiKqI+n307HSfyWkSVI4mpvCt7U7A3QiIqIG4uLZi3jrtbdQIi9BJ1srePQYyACdiBokhujUqMlLSjBu/Xr8cP48jEUGWDx3FDxfmw4DkeHj70xERERaJb0nxUr/lUi7lwYXa3McDZyN3l4+2i6LiIiIaiD+TDzefuNtlBSXoH/LJjiybBmcXFtpuywioqfC6Vyo0SoqLsaYsDCcSEiAicgAi+aPQp+ZAVVO4UJERET1izRZWj6FS0oGXG0s8H3gbLj38dZ2WURERFQD506fw4b5G6AoVcC7tSsOLQ2GHUegE1EDxjSRGiVBEDBu/XqcSEiAqaEIixeMRq/pUxigExERNQA5GTl4a8oKuKZlwcbGHF/Pfx1de/bTdllERERUA5f+uIQN8zZAoVDAp40bvloaDFtJU22XRUT0TDidCzVKenp6GNe9E8yNDbF00TgG6ERERA2IlZ0VRjS1xwUAP7w8gQE6ERFRA9KidVO4udhgcLtm+GrpCgboRNQo1OsQffv27ejatSssLS1haWkJT09P/PTTT6r9crkcgYGBsLOzg7m5OcaPH4+0tDQtVkz1RU7KHfSwLcPmd2aiR8AkBuhEREQNyINL5zCnQ/lPvlu376blaoiIiKimlCUl0E+IxWejB+LLJcGwlbhquyQiIo2o1yG6q6srNm7ciPj4eJw/fx6DBg3CmDFjcPXqVQBAUFAQjh49iq+//hrR0dFISUnBiy++qOWqSVvyHzxAQEQErl27gL9vxeHvzs5w9h3GAJ2IiKgBSLqZhMg1kciJO4tmF+6ghWNbbZdERERENRR9LBrffvINiqJ+RYfEQrj39IWNEwN0Imo86nWIPmrUKIwYMQJt2rRB27ZtERYWBnNzc/zxxx/Iy8vDJ598gvfeew+DBg1Cz549sXv3bsTExOCPP/7QdulUx3ILCzFkzRrsO30aE7d+gFsdnWHhMQB6+vX6JU5E1KDdv38fU6ZMgZ2dHUxNTdGlSxecP39etV8QBKxZswbOzs4wNTWFr68vbt68qfYY2dnZ8PPzg6WlJaytrTFz5kwUFhbW9amQliXeSMTKgJX4+aufcXL7MbR17Q6bJq20XRYRERHVwOnvTyNi2Xv49J3PkHfmJlp3fR7mdhJtl0VEpFENJmEsKyvDwYMHIZPJ4Onpifj4eJSWlsLX11d1TPv27dG0aVPExsZqsVKqazmFhRi8Zg3i/v4bliZGeOXV4bB4jgE6EVFtysnJQd++fWFoaIiffvoJ165dw7vvvgsbGxvVMZs2bcLWrVuxY8cOxMXFQSwWY+jQoZDL5apj/Pz8cPXqVZw4cQLHjh3DmTNnMGfOHG2cEmnJnet3sGrqKuTn5KONQzPMGjgT9i06VDruXqYJ8mT8dRkREVF9cvLISWwJ3gKlUsCLXVpj8siJMLdxqvH982Qi3Ms0qXIf+34iqk/q/bvR5cuX4enpCblcDnNzcxw5cgQdO3ZEQkICjIyMYG1trXa8k5MTpFLpfz5mcXExiouLVX/n5+fXRulUB7Ly8zF4zRpcvHMHVqZGWB4yGR1fHMsAnYioloWHh8PNzQ27d+9WbWvRooXqvwVBwJYtW7Bq1SqMGTMGALB37144OTnh22+/xcSJE3H9+nUcP34c586dQ69evQAA27Ztw4gRI7B582a4uLjU7UlRnbt99TZWT1+NwvxCtHNsBjOTs5i22wZRrWPg9tBxyRkm8A7xgqNVMY6HxsFKrNBazURERFTul0O/IHJ1JARBwEvd2uLTRctgbuNY4/vnyUQYFuqB9DxjRIWx7yei+q3eJ43t2rVDQkIC4uLi8Prrr2Pq1Km4du3aMz3mhg0bYGVlpbq5ubk9/k5U72Tm58Nn9WpcvHMH1mbGWL7ajwE6EVEd+f7779GrVy+89NJLcHR0hLu7O3bu3Knan5iYCKlUqvaLMSsrK3h4eKh+MRYbGwtra2tVgA4Avr6+0NfXR1xcXN2dDGnFzcs3sWr6KhTmF6Kzsx12zwlCXokN7kjF8A7xQnKOOQAgOccc3iFeuCMVIz3PGAVF9X4MCBERUaN3/Mvj+GDVBxAEAZPc22H34uAnCtABoKBIhPQ8Y/b9RNQg1Pu00cjICK1bt0bPnj2xYcMGdOvWDe+//z4kEglKSkqQm5urdnxaWhokkv+ee2vFihXIy8tT3ZKTk2vxDKi2vBoZiUuJibA1M8GKtf7oOHYMA3Qiojpy584dbN++HW3atMHPP/+M119/HfPnz8dnn30GAKpfhTk5qf+c9+FfjEmlUjg6ql9siUQi2NraVvursuLiYuTn56vdqOEplhfj7Tfehixfhq5N7HFsyWJ49mmJqLAYtJTIyi+mIycgBp7wjpyAO1IxWkpkiAqLgau9/PFPQERERLXm9rXb+HDthwCAKT06YOei5RBbOzzx47jay9n3E1GD0eASR6VSieLiYvTs2ROGhoY4efKkat+NGzeQlJQET0/P/3wMY2NjWFpaqt2o4Vkz7Hl0beKAFW8GoMOY0QzQiYjqkFKpRI8ePbB+/Xq4u7tjzpw5mD17Nnbs2FGrz8tfkzUOpmVKvDm8B55v6oTvlyxCszadAQBuDg9dTGdZoy9icCfLWnUR7ebAi2giIiJta97CGRNH9MLUXh3xUVAwxFZ2T/1Y7PuJqKGo16njihUrcObMGfzzzz+4fPkyVqxYgaioKPj5+cHKygozZ87EokWLcPr0acTHx2P69Onw9PTEc889p+3SqZaUKsrnQcu4fRmFsrsIfmc22o16QctVERHpHmdnZ3Ts2FFtW4cOHZCUlAQAql+FpaWlqR3z8C/GJBIJ0tPT1fYrFApkZ2dX+6sy/pqsYVOUKqAsU0D/++8wb+9JfOfnh2atOqsd4+Ygx76gi2rb9gVd5EU0ERGRlilKFVA8KETpyRMI6dgJHy5YBjMr22d+XPb9RNQQ1OsQPT09HQEBAWjXrh18fHxw7tw5/Pzzzxg8eDAAICIiAi+88ALGjx+PAQMGQCKR4PDhw1qummrL/awsdFuwADsP7cf/Ui8jqUdrWPTgFyZERNrQt29f3LhxQ23b33//jWbNmgEoX2RUIpGo/WIsPz8fcXFxql+MeXp6Ijc3F/Hx8apjTp06BaVSCQ8Pjyqfl78mq/9kBSJkSk0qbb8cdxlzBq9Dwuc/otmdHACAlWPlXxIkZ5jAP8JdbZt/hDuSMyo/JhEREdWNb3Z9gzcnL4No1z50SpajtbuPRgJ0gH0/ETUM9TpE/+STT/DPP/+guLgY6enp+PXXX1UBOgCYmJggMjIS2dnZkMlkOHz48GPnQ6eGKTkjA/1XL8d1RTLW/ngMid1awrx7b22XRUSks4KCgvDHH39g/fr1uHXrFg4cOICPP/4YgYGBAAA9PT0sXLgQb7/9Nr7//ntcvnwZAQEBcHFxwdixYwGUj1wfNmwYZs+ejT///BO///475s6di4kTJ8LFxUWLZ0dPS1YgQugsD6z090JG6r8XvpdiLyF0zifIlB7Cli2vw9Kx6j48OcNEtZBYS4kMv4ef/Xee1BAvXkwTERHVguq+AAeATKkJPn//KD7b/Bn0L9/CqA9/QiuHdjCxsNbIc7PvJ6KGol6H6EQAcDc9Hc+vXInEsjTgVcBv1WjY9OQIdCIiberduzeOHDmCL774Ap07d8Zbb72FLVu2wM/PT3XMsmXLMG/ePMyZMwe9e/dGYWEhjh8/DhOTfy+G9u/fj/bt28PHxwcjRoxAv3798PHHH2vjlEgDimQi5GUbQ5osRkhAeZB+8exFrHt1N0qLfwHQClbiloB55RHo9zLVL6KjwmLg1SFHfcGxEC/cy+TFNBERkaZU9wU4AGSkmmD+6K74avt0AJZ4pXs7AICx2EIjz82+n4gaEpG2CyD6L4lSKQauWoW76emwb2OKTBShSZ8+2i6LiIgAvPDCC3jhherXpdDT08O6deuwbt26ao+xtbXFgQMHaqM80gJ7iRxhe2MQEuAFabIYS17qAaect6AoKw/Qm9nn4rfwc3DNL6x0XwtTBRytigFAbSGxigXHvEO84GhVDAtTRV2eEhERUaP26BfgYXtj4OAsR3qKMRaM7QpZvhOAQszs0xdBY72AhNUae272/UTUkDBEp3rrjlSKgSEhSMrIgKuNBSYvGI1Nmfu1XRYRERH9Bwfn8iB9yUs9kZNphxycAQA0t8/DmfBz5RfI+ZXvZyVW4HhoHAqKRHC1V19IzM1Bjuj1MbAwVcBKzAtpIiIiTXn0C/CQAC8sDL+At15r8/8B+m3M9liAbQv9YCTN0Ohzs+8nooaE07lQvbXv9GkkZWTAzdYCK955Fc49emm7JCIiIqoBe0kRrO3nqW3bv/SyaoRZdazEikoX0RVc7eW8iCYiIqoFFV+AS9xkkCaLsXxyf8jyJQBu43XPhfhgkR+MxbWzmDv7fiJqKBiiU701u2srzHy+C1a+Gwi3fgO0XQ4RERHVUHqyCIUZEWrb/CPcuTgYERFRPeXgLEdQ+EW1bTP6vIMtCyfDyNRcS1UREdUfDNGpXkmUSlFSWoqUK3G4kX8bvkET0cTTS9tlERERUQ3cu3MPaUkGCJncGxlZjmjukI/fw8+qLQ7GIJ2IiKj+SU8xxjuLuqhti7q7GWmF9lqqiIiofmGITvXG1aQkeC5bhtGrluNy3k2keXaFuH2Xx9+RiIiItO7MD2cQ+MIGBI3tivRMB7RwyMeZjXHw6pCDqLAYNHd8oArS7+Wqj2i7l2mCPBmX6iEiItKG9BRjzB/dBZlSK1ha3gdmeKGJQw7upJnzC3Aiov/HEJ3qhcv//IOBISFIy83FrewM3HPvAHHbTtoui4iIiGog6mgU3lv6LgRlHgyFDDR3yEf0xjjVHOiWZgrYmJdAZKCEtVkpLIxLVPdNzjDB8yu9MCzUg0E6ERFRHUtPMcK8UV3woNAZwG3M6j0Pcc+Pxqn1MapfkvVb3hf3MisH6fwSnIh0CUN00rpLiYkYGBKCjLw8tJbYYMWWhXDs3rPWnk9WIEJuetVzumVKTSAr4IcAIiKimjp55CQilkVAqRTwYhdH/LX5L/wWHqe2iGhBkQh5DwyhKNNHdqEh8uVGAIDknPIRbnekYqTnGaOgiH0wERFRXVEqldi/dQeKZP8AuI3lg1Yg/LVJ6GPTCW2dlPh+1Z8wNixDWq5xpbCcX4ITka5hiE5adeH2bQxatQpZBQVo52yL5VsWwtG9R609n6xAhNBZHvjgjQlAnqvavoxUE6z090LoLA8G6URERDVw4psT2LpyKwRBwIRubbBnUTBc3Wzhai9XO87VXo6osPIRbf+ki+EdOQEx8IR35ATckYrRUiJDVFhMpfsRERFR7SgrK8O2kG04/e230MNwrPJdgbdefwki439HnFuZKeBkXYziUgOMDuuD5JzywWj8EpyIdBFDdNKa8zdvwmfVKmQXFKBDEzsEbwuCY3f3Wn3OIpkIednGyEqxBvZEoSDDGgCQk2aOkAAvSJPFyMs2RhG/SSciIvpPx788jm0h2yAIAiZ2b4c9i5fDws6p2uPdHP4N0u9kWaMvYnAny1oVoD88cp2IiIhqT1lZGbau3IqTR05CX18P743pjbWvqgfoQPmX4Gc3/v7vAuH8EpyIdBhDdNKaouJilJSWoKOrPZZtXQz7zt1q/TntJXKE7Y2BnUsukNMKXy17HUjyRGTgBEiTxZC4yRC2Nwb2En4IICIi+i9F+QUAAL8eHbBr8XKIrR0eex83Bzn2BV1U27Yv6CIDdCIiojokKAXIcnKhr6+HLaN9MS/gtUoBegV+CU5EVI4hOmmFoFSieUkmNkwZiKXbFsGuU+daf05ZgQiZUhM4OMsRGHkIsLmNvFR74NMYZKVYw7HJA4TtjYGDMz8EEBER/ZeyogcY1sQYn7w8BB8FLYPYyq5G90vOMIF/hPqvzvwj3JGcUfWFOxEREWleWU4Glnm3xwG/MXjD/1UYGBr95/H8EpyIiCE61bGz167h4q2bSE6IxtWyVEgmjoBdh7oJ0ENneWClvxcyUk1g41QIjPNXO8bEVAEzc0Wt10JERNRQRR2NQl5aGkpPnkDHlFJMGu33RAF6xfypLSUy/B5+9t+fh4d4MUgnIiKqRYpSBX75+hfI01JgfPo3dFdYY8LYKY8N0AF+CU5EBDBEpzoUfeUKhoWGwnfVKvyccRP5A56DadOWdfLcFXOhS5PFCAnwwj9XnYAj+9SOuZ9ojvuJ4jqph4iIqKE58skRbF/6Hr5+ZSlaJ8rQ2t0HppY2NbrvvUz1AD0qLAZeHXL+/Xn4/wfp9zJ5MU5ERKRppSWl2BS0CR+s/gD7l0egU4kVmvf0qXGAzi/BiYgYolMdOXXpEoaHhkIml6O5xAqmI71h6taizp6/Yi50iZsM0mQxtr32MpDTCvoGZQAAAwMlysr0sXlxT2Sk8kMAERHRww59fAi739mN9gC+k+aig6QDTCysa3x/C1MFHK2KK82f+vA8q45WxbAw5S/CiIiINKm0pBThC8Lxx69/wNBAH2OatUWzHgNrFKDzS3Aion8xRKdad+LiRYx86y0UlZSgZ2tnLPowGFYt29Z5HQ7Ocix+Nx4GBkooywwAAMoyA0jcZNh44KwqYA8J8EKmlB8CiIiIAODL7V9i73t7AQAvdyvvv03MLZ/oMazEChwPjUP0+soLkLk5yBG9PgbHQ+NgJWaITkREpCklxSXYMG8D/jz9J4xEBtj18igEvDS1RgE6wC/BiYgeJtJ2AdS4HY+Px9j161FcWorebVywcNsyWDSvmylcquLaQoYmLQqRdOvfi/+g8Ito1y0PYXtjEBLgBSvbYpjyIp6IiHScIAj44oMvcDDyIABgQf8eWDR8HHBp9VM9npVYUW1I7mrPhcmIiIg0qVhejPVz1+Pi2YswFhngk4mjMWm8P/QNah4DVXwJXlAkqtRXV3wJbmFaff9ORNSYMESnWnP22jWMDn8bpfZl6G3jgoXvaTdAB4AHhSLIiwzUtkUEuyNsbwwcnOVYvy8GpmIFxBb8EEBERLrtyKdHVAH64gG9EPb6QhhJM7RcFRERET2OIAjYOH9jeYBuaIA9k8bg5XFTnihAr8AvwYmIynE6F6o1XVyboHV7G+BVYGzYlKcK0GUFomqnVsmUmkBWUPMPARmpJggJ8EL6fTEkbjKEPzKFS0aqCewlcgboREREANx7t4e1hSkW9huINyaGwFhceQqXe5kmyJNxTAYREVF9oqenh/4DusDcxBD7Jo976gCdiIj+xRCdakVBcQGirn+HSSO7AADMnJyf+DFkBSKEzvLASn+vSot9ZqSaYKW/F0JnedQoSM+Ulgfo0uTyAD1sbww69MhRW2yUc6ETERGVK83Phevt6zg8eQpi077C4HWDkZyh3kcmZ5jg+ZVeGBbqwSCdiIioHilKuoOhesX4fcFMjB87mQE6EZEGMEQnjTr0++94++AXOJVwBGMNDyGzW4unfqwimQh52caqgDsnzRwAkJNmrgrE87KNUVSDC3dTsQJWtsWqAN3BufxnZw7OclWQzrnQiYhIlwmCgD2b9+D8L79B+PVXdMo1RPPuLyCjwBR3pGJ4h3ghOae8L07OMYd3iBfuSMVIzzNGQREvzomIiLTpQeEDvLv0XSSdOwerM3HoaCBBF89hDNCJiDSE76akMV/+9hv83n0XZUolZkzvATQDRJbWT/149hK5arFPabIYkYETgGGfIvLjCchK+XdEub3k8fOwiS0UCN0VhyKZqNLxnAudiIh0nSAI+Pjtj/HD/h/wg6EIv855GS2fHwFDEz1EhcWoAnPvyAnYh0/hHzkBd7LEaCmRISoshnOiEhERaZGsQIbQWaG4cekGUs5fxq9zpsKt+/PQ0+e4SSIiTeE7KmnE/qgoTN68GWVKJQa5t0Sb8cM18rgPjxTPSrEGPo1BVop1pRHlNSG2UFQbuHMudCIi0lVKpRLb39yOH/b/AD09YLWPJzyeHw1DEzMAgJuDHFFhMWgpkeFOljX6IgZ3sqxVAbqbAwN0IiIibSnML8SaGWtw49INmJsYIWL0CLi5M0AnItI0vqvSM/vs5En4R0RAKQjw7dkar21dARNbe409voOzHEHhF9W2BYVffKIAnYiIiCpTKpX4cO2HOH7wOPT0gPXDn8eyGYGqAL2Cm4Mc+4LU++J9QRcZoBMREWlRQW4B1kxfg5uXb8LS1AiHZkzCiOETGKATEdUCvrPSM/n0xAlM37oVgiBgSK/WmLMlGCYOThp9joxUE0QEu6ttiwh2r7TYKBEREdVcWVkZPg7egoyvf4EYwKaRA7FkeuUAHShfRNQ/Qr0v9o9wr7TYKBEREdWN/Jx8rJq+Creu3oKVqTEOzZiMIUPGMUAnIqolfHelp3Y9ORmzPvgAgiBgmEdbzHp/ea0E6BVzokvcZAg/cBYSN5lqsVEG6URERE/nxNcnkHo0ChcAfDSgNxZOfR0i48r9anKGiWpO9JYSGX4PP1s+tUvFYqMM0omIiOrcR299hMTribA2M8Y3s6fAd/BYBuhERLWI77D01Fo72CHE5zmM9OyAmVuWw8TOUaOPnylVD9DD9sagQ48c1RzpFUF6ppQX70RERDUlKxAhU2qCAd5d0KO1MwDglZHjITI2wb1ME+TJ/l13/l6meoAeFRYDrw45/86R/v9B+r1M9sVERER1xaCoGPM92uA5Nwd8OycAPr5jGKATEdUyvsvSEyspLUWp/AHuxP8K90FtMD1iGYxtNDcHegVTsQJWtsWVFhF9eLFRK9timIq5ICgREVFN5OfoIXSWB1ZM9kDh0etYO6AvAEBkZIzkDBM8v9ILw0I9VEG6hakCjlbFlRYRfXixUUerYliYsi8mIiKqbaUlpQAAg9NRmLD2U3w/ehSeHzRKy1UREekGhuj0RCK++w7PLVmMi2eP4ap1KeDjAyNru1p5LrGFAqG74rB+X0ylRUQdnOVYvy8GobviILbghTsRERHw7yjzqkiTRdi86ADu3ixCWool3vxkFcqcfQAAyTnmqhHn6XnGKCgqD9GtxAocD41D9PqYSouIujnIEb0+BsdD42DFL7SJiBqcM2fOYNSoUXBxcYGenh6+/fZbtf2CIGDNmjVwdnaGqakpfH19cfPmTbVjsrOz4efnB0tLS1hbW2PmzJkoLCysw7PQHVlpWVg4biF+/PAz2F4u///g0LqLlqsiItIdDNGpxjYfOYJFn3yCi4n/YFfSTcDHB4ZWNrX6nGILBewl8ir32UvkDNCJiIj+n6xAhNBZHljpX3nNkNQkEeaN7oKE2HkoKRoKiYUUybkO8NkxETHwhHfkBLUpW1zt/+17rcQKtb8f5movZ4BORNRAyWQydOvWDZGRkVXu37RpE7Zu3YodO3YgLi4OYrEYQ4cOhVz+b5/g5+eHq1ev4sSJEzh27BjOnDmDOXPm1NUp6IxMaSZWTNmI5NtKfPvZcTibuKjtf3Q6NiIi0jyG6FQjGw8dwtLduwEAL/l0w9AVb8DQ0lq7RREREZFKkUyEvGzjSotvpyaJMH90FxQXuQJwRPioXojdfKF8TvMsa/RFDO5kWVeasoWIiBq34cOH4+2338a4ceMq7RMEAVu2bMGqVaswZswYdO3aFXv37kVKSopqxPr169dx/Phx7Nq1Cx4eHujXrx+2bduGgwcPIiUlpY7PpvHKSMnAcr8NkCbvhoHeGXzstwiubbup9lc1HRsREWkeQ3R6rLe//BIr9u4FALw8uDsmbVwKo1oegU5ERERPxl4ir7T49l9x5uUButwVwG28OzoMQVNHoblzGfYFXVS7/76giwzQiYgIAJCYmAipVApfX1/VNisrK3h4eCA2NhYAEBsbC2tra/Tq1Ut1jK+vL/T19REXF1fnNTdGaffSsMJ/BdLvP4CBvhPKhJZYeDgYyTnmAKqfjo2IiDSPITpVSxAEhB44gNVf7QecgZdGdMcrG5ZAZGGp7dKIiIioCg8vvi1NFmPV1IGqAD1izAYsnD4KBoZGSM4wgX+Eu9p9/SPckZxR9XzqRESkW6RSKQDAyclJbbuTk5Nqn1QqhaOjo9p+kUgEW1tb1TGPKi4uRn5+vtqN1FWsbyJNluKtKSvQ5H46Wlrl4vvA/Wjq8AB3pGJ4R0547HRsRESkWQzRqVrZBQXY+fPPgD2AV4E+i8fD0JwBOhERUX3m4CxHULj6KPPQobswf9pI6BuIkJxhohq11lIiw+/hZ8undpGK4R3ixSCdiIhqzYYNG2BlZaW6ubm5abukeuXh9U2Of3kVdtJMXADw48svokv35wAAxoZlnI6NiEgLGKJTtcR6Snw87nmMGVS+4rfI1FzLFREREdHjZKSaICJYfZT53oQQ3M82x71M9QA9KiwGXh1yEBUWoxak38tkkE5EpMskEgkAIC0tTW17Wlqaap9EIkF6errafoVCgezsbNUxj1qxYgXy8vJUt+Tk5FqovuF6eH2Ts9+vgW+X/gAAM+cB8A7xQlKGGewsStTuw+nYiIjqBkN0UiMIAq4lJUFekItbF0/iQUc79Js5UdtlERERUQ0k3waWT/aANFkMJxspNs0IRQunQtxJK58zNU8mgqNVcaVRa24OclWQ7mhVDAtThXZPhIiItKpFixaQSCQ4efKkalt+fj7i4uLg6ekJAPD09ERubi7i4+NVx5w6dQpKpRIeHh5VPq6xsTEsLS3VbvQvRek/CN0VDUfHbKSn2+LrpG/Upm1p6vAAIgNB7T6cjo2IqG5w1QlSEQQBiz75BB/++CO2jvGGjVczGA0aDFFRqrZLIyIiosdIvi1g4bjuKC2xhINlKr6dthMez7tjYt9Y1ejz0WF9cHTVn7A0U1SaN9XNQY7o9TGwMFXASswQnYiosSssLMStW7dUfycmJiIhIQG2trZo2rQpFi5ciLfffhtt2rRBixYtsHr1ari4uGDs2LEAgA4dOmDYsGGYPXs2duzYgdLSUsydOxcTJ06Ei4uLls6q4Uq6lYRV01ahWRNbbBs9FMuOhOGfLAf0RQyQBTR1eFB+XIYZWkpk2Bd0Ef4R7qpfkXFKFyKi2sWR6ASgPECf//HH2PL99yhRKHBBXw6jQYNhYGqm7dKIiIjoMWQFMmxZ/hZKS+5DT+82wkeuh8fz3aCnr19plHkTO3m1C4+52ssZoBMR6Yjz58/D3d0d7u7lU4AtWrQI7u7uWLNmDQBg2bJlmDdvHubMmYPevXujsLAQx48fh4nJv6Oe9+/fj/bt28PHxwcjRoxAv3798PHHH2vlfBqyu3/fxdv+K9EiMxdl97PQvaU9Diy7qnaMokxPFaBzOjYiorrHkegEpVKJuR99hO0//QQ9ALNf6Y9hywMZoBMRETUAhfmFCJ0VipuX/4bYeDQiJ0xCwEu+0NP/d6wER5kTEdGjvL29IQhCtfv19PSwbt06rFu3rtpjbG1tceDAgdooT2ck/i8Rq6evRqucfFwAkDzpFcCpP/xD1Nc3ySowQlOHB1VOx+Yd4sXp2IiIahlDdB2nVCrx2ocfYucvv0APwKuTBmDIsjcgYoBORERU7xXkFmDtzLW4dfUWLE2N8OW0ERg61EctQK9Q3ehzIiIi0o7b125jzfQ1KMgrQAs7SyArH7DprbYI+MPTtlSFX5QTEdUNTueiw5RKJWZ/8AF2/vIL9PX08PqUgRi6fC4DdCIiogYgPycfq2esxq2rt2BlaoxDMyZj6NAXqwzQiYiIqH65deUWQqZuQkGeJTo522HrFD/cQxO1RUS/X/Wn2rQtSRlmVU7bwunYiIhqH6+ydJggCJDJCqCvp4fAgEEYvPR1GBhzDjUiIqKGQBAElMoewNrMGIdmTYbv4LEM0ImIiBqIgjx9FBUehpHBb9g5MxRNmreFBQrgaF6kWkR01rZuyJOJKq1vwmlbiIjqHqdz0WFFuRlY4tkaHZ6ToNs0P7UAXVYgQpFMBHtJ5Z9+Z0pNYCpWQGzBjpuIiEhbRJn38O6Y5+Ck74gBg17QdjlERERUQ4JSCevcPNiLmyKj0AVTdk1H1Jwv4IZ87HrlF4zY/RKSMswgMhBQUCSClVjBaVuIiLSMw5V0jKKsDNt//BF5GSm4deUMbra0QPfp/pUC9NBZHljp74WMVPWR6RmpJljp74XQWR6QFfA7GCIiorqUk5GDMz+cgezGFTj8cQl9JZ0YoBMRETUQ1y5cw9+X/ofCP6Lhkfo/nFzxA1pKZLgjFcM7cgJi4InRn4xBUoYZWkpkiAqLUVvThNO2EBFpD1NQHVKqUGDy5s04FBODX39vjQmvDYZZfx/oGxmpHVckEyEv2xjSZDFCArwwZ+tdAEBOmjnC53tBmixWHcfR6ERERHUjKy0Lq6atwv3E+1g5yhOBfQfBpaOHtssiIiKiGrhy7grWzVkHfT0Bn77sg7bPDYGNiwRRYTH/v5CoNfoiBsiCKkB3c+Ci4ERE9QVHouuIktJSvLJpEw7FxMDQQB8t+7WD6YDKAToA2EvkCNsbA4mbDNJkMSIDJwBJnogMnABpshgSNxnC9sZUOdULERERaV5WWhZCAkJwP/E+HC3N8EL7HgzQiYiIGoi//vgLb855E/IiObo42KB/z4GwcWkJAHBzkGNf0EW14/cFXWSATkRUzzBE1wHFpaWYEB6OI3/8ASMDfSx8dTj6vjEdBoaVA/QKDs7/BulZKdbApzHISrFWBegOzuzQiYiI6kJGagZW+K9Ayt0UOFmKcfSNmfDsP1TbZREREVENJMQkYN1r61BcVAzP5s44smQpXJq1U+1PzjCBf4S72n38I9yRnGHy6EMREZEWMURv5OQlJXhxwwYc/fNPGIsMEPTGSHi9/t8BegUHZzmCwtW/EQ8Kv8gAnYiIqI6k30/HSv+VkCZJ4WwlxrG5s9HHa7C2yyIiIqIauPDbBbz9+tsokZegX0sXHFm2DM7N2qj2J2eY/P9ULmK0lMjwe/jZf+dID/FikE5EVI8wRG/kJm3ejB/Pn4exyACLAl+A52s1C9CB8kVEI4LVvxGPCHavtNgoERERaV5hXiFW+q9E2r00uFib49i8V9HruUHaLouIiKjRkhWIkCmt+no3U2oCWUHNl5W7fuE6wgLDUFJcggGtmuDw0mVwcm2l2n8vUz1AjwqLgVeHHESFxagF6fcyef1NRFQfMERv5Cb17g4LY0Msnj8aHnOmQt+gZp1+RqoJQgK8VHOghx84q5ojPSTA6z+DdFmBCLnp5lXue9IPHkRERLpKbCnGc33awNXGAj/MexU9+nhruyQiIqJGS1YgQugsD6z0r3y9m5FqgpX+Xgid5VHj69lmrV3RpoUjBrZ2xeFly+HQpKXafgtTBRytiistIurmIFcF6Y5WxbAwVWjmBImI6JkwzWzEclPvoqVxAd7bNAMOvkNrHKBnStUD9Io50MP2xqi2hwR4Yf2+youLVnzwyMzQB155U21fRTBvZVuM0F1xEFvwwwAREVF1ZJfOY3FbV7j0HojWXfpouxwiIqJGrUgmQl62sep6t+I6+OEBZhXHPe5atqy0BMrzMdg5tB/ad+4PW0nTSsdYiRU4HhqHgiIRXO3Vr6vdHOSIXh8DC1MFrMS8biYiqg84Er2RKSwqwuTNm3Hxr3O4eTMWf7d3eKIAHQBMxQpY2RZXWkT04cVGrWyLYVpFZ17xwSMrxRrYE4WCDGsAQE6aueqDR162MYpk/P6GiIjoUffu3MO7S95F5h9n0fTCLXRw7soAnYiIqA7YS/693q0I0q9fsKk0wOzRgWQPi/k5Bp9H7MWD6F/R4XYeunQfVGWAXsFKrKgUoFdwtZczQCciqkeYZDYiBQ8eYMS6dTh77Rr+vHYJoRunw8JzwBMF6AAgtlAgdFccimSiSh8QHJzlWL8vBqZiRZXfvld88Fjm1xtZKa3w1bLXgeE/IfLjCchKqdkHDyIiIl2UdCsJq6atQm5mLuzup2DH1OlwaNlZ22URERHpjEd/gR08uR8AVBpgVpWzP53F5iWboSxToveoARg1zg8W9s51VToREdWyej0SfcOGDejduzcsLCzg6OiIsWPH4saNG2rHyOVyBAYGws7ODubm5hg/fjzS0tK0VLH25D94gKGhoTh77RrMjQ3h/9oIWHp5P3GAXkFsoag26LaXyP/z52sOznIERh4CbG4jL9Ue+DQGWSnWNfrgQUREpIvu/n0XIVNDkJuZi9YO1nh7wssM0ImIiOrAo4uJOjjLERR+Ue2YoPCL/3kdG300GpsXvwNlmRIjO7bA7LGTGaATETUy9TpEj46ORmBgIP744w+cOHECpaWlGDJkCGQymeqYoKAgHD16FF9//TWio6ORkpKCF198UYtV173cwkL4vLkKsXn/g7lYhODgl+E++RXo6Wvvf6+NUyEwzl9t2+M+eBARETUUj15wP+xJF9FOvJGIkKkhyMvKQxtHa/y4eAE6dPHQVKlERERUjaoWE81INUFEsLvace8u7VFpsdEKp787jYjg96BUChjTuRX2L10OKweXWq+diIjqVr0O0Y8fP45p06ahU6dO6NatG/bs2YOkpCTEx8cDAPLy8vDJJ5/gvffew6BBg9CzZ0/s3r0bMTEx+OOPP7Rcfd3IKSzE4DVrcD73FvAqELB0CLpOfEmrATpQPgc6juxT2xYR7F7tBw8iIqKGoqoL7goZqSZY6e+F0FkekBWIHhu2XzmXjFUBq5Cfk4/2Trb4cdFCtOnYsy5Og4iISOc9upjojUtWqqlc9A3KAAD6BmVIv2+GkIDK/f7JwyexZfkWKJUCXuzSGvsWL4eVHUegExE1RvU6RH9UXl4eAMDW1hYAEB8fj9LSUvj6+qqOad++PZo2bYrY2Fit1FjXFn3yCc7fugVz4/IRb60H+2g9QM9INUFk4AQgpxXsXHIRfuCs2uIsDNKJiKghe/SC++GRaw8vop2VZvKfYfuKKV5YO7MPCvL00FFiix8WL0Trjj20cUpEREQ66dHFRJdP7gdpshgGBkooywwAm9uYt+MrtevZii/HU/5JwbZVWyEIAl7q1hafLVkOCzsnLZ8RERHVlgYToiuVSixcuBB9+/ZF587lc4RKpVIYGRnB2tpa7VgnJydIpdJqH6u4uBj5+flqt4Zq5eB+6NNMgmmzhgMA9PS0+780U1oeIGSlWAM2txEYeQgdeuRUWuW8ulF5RETUMG3cuBF6enpYuHChaltN1i1JSkrCyJEjYWZmBkdHRyxduhQKRfXrbtQHj15whwR44foFG1WAXrEGiJm54j/D9rR7YpiL3dDDrTV+WBKElu27a/fEiIiIdFDFYqKOTWQoKyu/ni4r04edSy4wzRvNO6Wp+n0r22KYiss/pzg6WWPG+L6Y7N4OuxcHw9zGUYtnQUREta3BhOiBgYG4cuUKDh48+MyPtWHDBlhZWalubm5uGqiw7hSXluKBshgnb/6C5KyrWBA2Da0GDdJ2WQAAU7ECVrbFqg8cNk6FAP79YPLoBw8iImr4zp07h48++ghdu3ZV2/64dUvKysowcuRIlJSUICYmBp999hn27NmDNWvW1PUpPLGH+zVpshjB/z9y7eFFtKsL21f6e0KaLIajQyb2vPQWfl0xBc3bdtP2KREREeksB2c5Fr+jvpio39qfAat7qv3r98UgdFccjIyLUFb0AKWnf8WCZq2wc/EKiK0dtFE2ERHVoQYRos+dOxfHjh3D6dOn4erqqtoukUhQUlKC3NxctePT0tIgkUiqfbwVK1YgLy9PdUtOTq6t0jUuLScHPYOCsOLQNvgWfIA/OlrCopeXtstSEVsoELorDnM/PKT6wFHh4Q8eYguG6EREjUFhYSH8/Pywc+dO2NjYqLbXZN2SX375BdeuXcPnn3+O7t27Y/jw4XjrrbcQGRmJkpISbZ1SjTk4yxEUrn7B/egi2lWF7Wn3zGFjnYad40LRz70VbFxb13XpRERE9JCqFhPd/+ZQIO/f/MFeIsfJI4exaHwQMo8eQ6eUUrTqPghmlrZ1XS4REWlBvQ7RBUHA3LlzceTIEZw6dQotWrRQ29+zZ08YGhri5MmTqm03btxAUlISPD09q31cY2NjWFpaqt0agtTsbAxYswJXS5PwWVx5AGHWrouWq/pXxeJpYgsFrB0L1fZlSk0gKxDBXiJngE5E1IgEBgZi5MiRauuTADVbtyQ2NhZdunSBk9O/84cOHToU+fn5uHr1at2cwDOo6oK7qkW0qwrbm4lfRf8ebWDbhAE6ERGRNj28pomdSy4wwwt2LrnlU5TuiUJOmjkA4Nvd32LX+l24ezMJt6P+Rit3H5ha2vznYxMRUeNRr0P0wMBAfP755zhw4AAsLCwglUohlUpRVFQEALCyssLMmTOxaNEinD59GvHx8Zg+fTo8PT3x3HPPabl6zbqflQXvkBD8XZICvAq8MOt5bZekRlYg+s/F01b6eyF0lgdkBSItVUhERJp28OBBXLhwARs2bKi0rybrlkilUrUAvWJ/xb6q1Jd1Taq74K5qEe2MVBOEz++odv+c4j0oNOwIIiIi0p6KNb0qpmQLjDwENI1FYOSh8v49pxUiAydgb8QpfBH+KdwBBPbuhDUzAmFiYa3l6omIqC7V6xB9+/btyMvLg7e3N5ydnVW3L7/8UnVMREQEXnjhBYwfPx4DBgyARCLB4cOHtVi15iVnZOD5FSvw9/37sBOXX5Q7das/I9ABoEgmUls8reLb+pw0c9WHkrxsYxTJGKITETUGycnJWLBgAfbv3w8Tk7pbLLo+rGvyXxfcjy6inZFqgiUv90J2pi2aGNwGZnjB2S4TdzOt4R3iheQMLrRNRESkLRVrelWsaVKxppeNU2F5/25zG2VCKg599CnaA7gA4N2xEzkCnYhIB9XrEF0QhCpv06ZNUx1jYmKCyMhIZGdnQyaT4fDhw/85H3pDczc9Hc+vXInbUimcrcSYPnectkuq0qOLp0UGTgCSPBEZOEFtoTV7ifzxD0ZERPVefHw80tPT0aNHD4hEIohEIkRHR2Pr1q0QiURwcnJ67LolEokEaWlplfZX7KtKfVjX5L8uuB9eRPtBoQhLXu6JnAwbGOE2Tul546RTS0RtjENLiQx3pGJ4h3jhXiaDdCIiIm2oWNNr/b4YtTVNgPJ+HZNeQG7piwDy8Ur3dgAAY7PyAWP3Mk2Qx0FiREQ6o16H6AR8FxeHxLQ0uFibY8WG2WjSp4+2S6rWw4unZaVYA5/GICvFWhUyPPqhhIiIGi4fHx9cvnwZCQkJqluvXr3g5+en+u/HrVvi6emJy5cvIz09XXXMiRMnYGlpiY4dq57qpD6sa/JfF9wPL6Jt5yRHafF9ALcxzmk82iruYZBjL7R1UiIqLAYtJTI4WhXDwpRrhRAREWmL2EJR5WCv7PQy4PtPgZxjmNVnBIJenqLal5xhgudXemFYqAeDdCIiHcF3+3ru5TbOuOXbA21f9kazAd64nX1b2yX9p4rF04In91NtCwq/yACdiKiRsbCwQOfOndW2icVi2NnZqbZXrFtia2sLS0tLzJs3T23dkiFDhqBjx47w9/fHpk2bIJVKsWrVKgQGBsLY2LjOz+lJiC0U1S6UXXEhnp+txIrAb3DjxO94f+hQIOyS6hg9PeDoqj/RxE4OKzFDdCIiovpG+cAAkDkCZa1w8u5BpMm/hBuA5BxzeId74Y5UDAAoKBKxLyci0gEciV4PJUqlKCwqQuq1c7ie/Te6TZsEcdthVR6bm25erxbrzEg1QUSwu9q2iGD3SouNEhFR4/e4dUsMDAxw7NgxGBgYwNPTE1OmTEFAQADWrVunxaqf3d2/7yIvqwyhfl3x4YevY/nEAFjbO6v2V4xem7mtmxarJCIiokcJggAAUMgK0PHueeyYuB7NHfORmGYB78gJiIEnvCMn4I5UjJYSGaLCYuBqzwFjRES6oP6krwQAuHHvHgatWoVmVuZY9WIfSHs8h3c2TUdetjHC9sYADw/My3PFB29MgL2DElPfSdRazRUyUtUXWgsKv4iIYHfVAmuc0oWIqHGLiopS+7ti3ZLIyMhq79OsWTP8+OOPtVxZ3Yn5JQbvLHoHAz19UJS9F/fznPDC5hcRNecLjl4jIiKqxwRBwHeffQe4AFcPfo9Rdt3QwtsHI3rFwTvEC3ek1uiLGCALqgDdzYHXt0REuoIj0euR68nJ8A4JQUp2NqSFebjXrS30mnRFXraxKojOSStfxKQgwxrYfQZZKdbIyzZG8QMjtcfKlJrU6Qj1TKl6gB62NwYdeuSoLTYaEuCFTClHpBMRUeN0MeYiNgVtQpmiDIYZf+N4yC//LiDK0WtERET1liAI2LV+F6KPRgMAjLJL0bLXYBiZmsPNQY59QRfVjt8XdJEBOhGRjmGIXk9cTUqC98qVkObkoKWjNZa/NxfOfZ6DvUSuFkRHBk4Akjzx5ZI3gNwW0Dcow+LN8bB2LFQ9VkaqCVb6eyF0lkedBemmYgWsbIsrLSL68GKjVrbFMOVoOyIiaqT2ReyDskyJkR1b4Iuly9G5vbVqAdE7WeWj1+5kWXP0GhERUT2iVCrx0Vsf4ei+o6ptM8dOhKGJGYDyadj8I9SnLPWPcEdyBgeIERHpEobo9cBfiYnwXrkS6Xl5aOVkjRVb5sO5t4dq/8NBdFaKNfBpDPLT7AD9UijLDPDukp6qEeo5aeaqEeF52cYoqqOVwsUWCoTuisP6fZWnbHFwlmP9vhiE7oqrdhE2IiKihurcmXMAAEEpYEznVti/dDmsHFwAgKPXiIiI6jGlUokdb+7Ajwd+hJ4esLaHF+JabEBnq9YAygP08qlcyn9F9nv42X9/ZRbixSCdiEiHMETXsoQ7dzBo1Spk5uejjcQGK7YshFOPXpWOc3CWIyhc/SIcL70EO5dctRHqkYET1KZUsZfU3UW62EJR7fPZS+QM0ImIqNE5eeQkDrx/AAAwsLUr9i1eDis79UVEOXqNiIio/lEqlYhcE4njXx6Hnh6wcYQ3Vk1biD42nWCmb4x7meoBelRYDLw65Pz7K7P/D9LvZbJPJyLSBQzRtU0QUKYoRTsXWyx/PwiO7j2qPCwj1QTvLn1k3y/vYsqbP6mNUM9Ksa40pQoRERHVDmVJieq/1/lPh4Wdk+pvjl4jIiKq38rkRdDX08PmUYOwaNobEBn/2zdbmCrgaFVcaRo2Nwe5Kkh3tCqGhSkHixER6YK6W3mSKhGUStgV3Ee4/0AYDvGCfeduVR6XkWqCFVP6Iv2+GQwMlFi25Tw+3tAWWSmt8PlaO0x87SYi13RXHR8UfpEBOhERUS1TFD1AX8tSdB3oiw5NvODu0EW1r6rRaxUX3RXbvUO8EL2ei4sSERFpQ2l2Bub1bo7XbOwxbvRktQAdAKzEChwPjUNBkahSX+3mIEf0+hhYmCpgxXW/iIh0Akeia8Ef//sffrtyBfcSzuBayX1Yvzi42gA9U2qCkAAvVYBeVqaP3Zs6YcqbPwE2t5GVYo3INer3jQh2R0YqR7cRERHVhtPfn0ZmcgpKo06i0/1STB4xBX2desFM31h1DEevERER1T9lijIc+/wYHkjvw+hUNLoUW+DFsVMqBegVrMSKar/sdrWXM0AnItIhHIlex2KuX8ew0FAoyxQIDxgE+5eGwqxZ62qPNxUrYGVbDABYvDke7y7pCWmyGJ+vHQ70WwIc3QlAD/r6SgS/fx67N3WCNFmMkAAvTulCRESkYUf3HsXO9Tvh6mSNQ6+MQKs+Q2FqaVPpOI5eIyIiql8UpQq8u/Rd/H78d9w81hI7RwxF854+MDA00nZpRETUAHAkeh367epVDF27FgVFRWjtYgOLUYP+M0AHyhfrDN0Vh/X7YtCuWx7C9sb8Owf60V2oCNDDvzgLz8Fpqv0VQXqmlCPSiYiINOG7Pd9h5/qdAIAhzVzRpfeQKgP0Chy9RkREVD+UlpTinUXv4Pfjv0NkoI9XWrdlgE5ERE+EIXodibp8GcNCQ1Eol6N7CwkWb1sKm3YdanRfsYUC9pLyi3AHZzmCwi+q7Q9+/zzadctT7a8I0q1si2HKC3QiIqJndviTw/hk4ycAgDnPdcEH85fCzMpWy1URERHR45SWlGJT0CbEnoiFyEAfO8YPx6xJsxigExHRE+F0LnXg5KVLGPXWWygqKUGPVhIEbVsCq5Ztn+qxMlJNEBHsrrZt96ZOaN05TzV1i4OzHOv3xcBUrIDYgiE6ERHRs/j6o6+xL2IfAOANr254d+4SmJhbabkqIiIiepzSklJsnL8R56LOwdBAHx+/PBL+E6YyQCcioifGkei17PzNm3jh/wP0Xm1csCgy+JkC9JAAL0iTxZC4yRB+4Kza1C0PLyZqL5EzQCciInpGxz4/pgrQ5/Vzx3vzljJAJyIiaiDeXfIuzkWdg5HIALteGYWAl6czQCcioqfCEL2WdXJzhWdTF/Rp2wRB25bBsnmrp3qcTKl6gB62NwYdeuRwDnQiIqJa1MujExxtzRE0oCfeCVwMY7GltksiIiKiGhrk6w4LUyPsnjQaU16aCn0D/hifiIieDnuQWlRWWgLpX79h/sTnUPR8X5i7NXvqxzIVK2BlWwwACNsbozZ1S9jeGIQEeHEOdCIiIg0qzc+F7bWL+MF/HLo8N5QBOhERUQNSdP8feMpyMHH+THR4bjADdCIieibsRWrB93FxiLr8FwI7u+G6UR5KBz4Pc6cmz/SYYgsFQnfFoUgmUi0yWoFzoBMREWmGIAjYF7EPzZpL4KlfgE5ZBmjpNQRGpubaLo2IiIgeQ/5Ajm2rtmHc+P5of/cfdNB3RNPnBjBAJyKiZ8aeRMOOxMbi5U2boCgrA0Se8FwQAJNnDNAriC2qD8kfDdaJiIjoyQiCgN2bduPb3d/CQF8Pw2ZNQEufcQzQiYiIGoAHhQ+w7rV1uHb+GhLjEnAmcAaadmOATkREmsHeRIO+PnsWkzZvRplSiQFdmsNjrr/GAnQiIiKqPYIgYNeGXTi69ygAIMTHE8/7joehiZmWKyMiIqLHeVD4AG/OeRPXL1yHmbEhIse9gOY9BkJPn8vAERGRZjBE15CDZ85gynvvoUyphHe3FnhtazDMnFy0XRYRERE9hiAI+Oitj/DjgR8BAG8O7YcVM+cyQCciImoAZAUyhM4KxY1LN2BuYogv/F/CyJEvM0AnIiKNYq+iAZ+fPg2/d99FmVKJQe6t8NrW5QzQiYiI6lBRoSEypSZV7suUmkBWUPW4AaVSie1vbsePB36Enh4QNrw/A3QiIqIGojC/EGtmrPn/AN0IX06byACdiIhqBXuWZ3Q3PR0ztm6FUhAwuGfr/w/QnbVdFhERkU75dPlIrPT3QkaqepCekWqClf5eCJ3lUWWQ/tuPv+H4wePQ0wM2DPfG0umBDNCJiIgaiD3v7MHNyzdhaWqEQzMmYfiw8QzQiYioVrB3eUZNrCwRNnwAhvVpi9lbgmHi4KTtkoiIiHROQa4ppMlihAT8G6RnpJogJMAL0mQx8rKNUSSrHKJ7eLTHsD5t8c4LA7F4+hsM0ImIiBqQV8b3Re9Wzjg0YzKGDBnHAJ2IiGoNe5inJC8pQan8Ae6c/wWtPV0x6/3lDNCJiIi05NX3vofETaYK0q9fsFEF6BI3GcL2xsBeIgcAlJWVobSkFMWZaTCKOoNtPgOxIOB1iIyrng6GiIiI6o+S4hIAwINb19H0r+s4MmMqfAePZYBORES1iguLPoUPf/wRW777Dp+M80aWqxGUgwbByNpO22URERHpLBvH8qC8IjgPntwPAFQBuoPz/wfoijJEBEdAXlCA4IEd0KnEEs17DGKATkRE1ADkZOZgzfQ16N+/E6Y6WaKjRQu4dPbUdllERKQD+FXtE9p69CgCd+zAzdRU7LxzA2WDvBmgExER1QMOznIEhV9U2xYUflEVoCtKFdi8ZDPO/HAG8WcTUJZYhBa9fBmgExERNQA5GTlYNXUV7t68i5++Og1XwyYM0ImIqM4wRH8CEd99hwV7dgLOwAveHTEmdD4DdCIionoiI9UEEcHuatsigt2RkWqC0pJSvLPoHfx+/HeIDPTxwYtD8eIYPxgYGmmpWiIiIqqprLQsrAxYieTbyXCwMMV3r01D+17Pa7ssIiLSIZzOpYbeOXwYy/bsAZwBvAoM8HoFRta22i6LiIiIAOSkixGxrHwqFzuXXGQNGwG74z9CmmyNlf6ecG42GQm/x0JkoI/t44dj+ivTGaATERE1AJnSTLztvxKOyVKILExx8LWZeK7/EG2XRUREOoYj0Wtg7f5jWLbnBADAt08bAIChuSUAIFNqAlkBv4sgIiLSpo8WjVYtIhoYeQhoGovAyENwci1E2j1zJPweAZG+Gz5+aSQDdCIiogZAViDCjUsyrPRfCatkKS4A+GH8GDzXfwjuZZogT8brcCIiqjsM0R/jfpYC4YdnA4jGqP7DMHRegGpfRqoJVvp7IXSWB4N0IiIiLbKwLlItImrjVAgAsHEqxKtrDgK4DT1kYNu4vgh4aSoDdCIionpOViBC6CwPvPWaD6TJIjiYl69f0qmbB5IzTPD8Si8MC/VgkE5ERHWGPc5jyGUCbE1dkVoqwZ93voJ7wZcAgJw0c4TPL//ZOAAUyUQQWyi0WSoREZHOmrHxBzS16gx7iRz52f9u79y6GMvGr0QrfRFmTX4Z+gb86ENERFTfFclEyMs2Rn6OGFamsQgeuQn4chuSc8zhHe6FO9Ly6/CCIhGsxLwOJyKi2seR6FUQBAEJd+6gWJaP4rtHsWb+Zjg1KUDafQtEBk4AkjwRGThB9bPxsL0xsJfItV02ERGRzjI1L1X1xSXFJQAAeUYKxNExeKOTM2ZNnsAAnYiIqAGQJkthKs5CyIodcLFOQ16RK2b/ug4x8IR35ATckYrRUiJDVFgMXO15HU5ERHWDIfojBEHAir170TMoCFv3f4wrTnpwerEn1n/+ByRuMmSlWAOfxiArxVoVoDs4s+MmIiKqD+QP5NgZthMAUPBrLDoJDnBzf54BOhERUQNwP/E+lvstx5rJS9HmRiyOzfsSLSUy3MmyRl/E4E6WtSpAd3PgdTgREdUdhugPEQQBS3fvRvg330ApCLguKoHhoMEQmZnDwVmOoPCLascHhV9kgE5ERFRPPCh8gNA5obh19RYAwKbUlAE6ERFRA3Hvzj2sDFiJ7PRslGbnw9WuLdx7t8C+IPXr8H1BFxmgExFRnWOI/pDln32Gd7/9FgAwY7wXRq9dCJGZOYDyRUQjgt3Vjo8IdkdGqkldl0lERESPkMvkeHPOm7h2/hpM80V4N20IXh8yiwE6ERFRA5CSmIKVASuRk5GDVvZW+GHhXHTq7onkDBP4R6hfh/tHuCM5g9fhRERUtxiiP2TH8eMAgNkv9cOoVfNhYGoGoDxADwnwUs2BHn7gLCRuMkiTxQgJ8GKQTkREpGWfBH+C6xeuw9zEEF9NfhlBQ9+AWGSq7bKIiIioBrbM34LczFy0drDGD0EL0LHbc0jOMIF3iJdqDvTfw8+WT+0iFcM7xItBOhER1SmG6I94dWJ/DF85VxWgZ0rVA/SwvTHo0CMHYXtj1IL0TCk7cCIiIm1Jup4EcxMjHJz6CkaOfBl6+vyIQ0RE1FAU5hainZMNflq8EO269MK9TPUAPSosBl4dchAVFqMWpN/L5HU4ERHVDf7GGeVzoQPAxFE90Xb6SNzNTQVyy/fJZUYwtmgBW2djzNl8HPmQIT+1fN+czf/gg4XDYGxRjLTCm8hLLdHOCRARUYOWnZcN4N/+iGquos3MjUX4fNRQ9GvXAwWJiVquioiIdEl+cjIA9uNPo6LNWtlb4+sJL8HR2Ar5t29DkBvB1rgFlLbGODrnOKzyZcjPB6wAHJ3zD0Z+MAy2xsUQ0m4iP4/X4URE9HTy5eVrbNSkD9cT2NPj3r17cHNz03YZRESk45KTk+Hq6qrtMhoU9uFERFRfsB9/cuzHiYioPqhJH84QHYBSqURKSgosLCygp6en7XJqLD8/H25ubkhOToalpaW2y9EatkM5tkM5tkM5tkO5htIOgiCgoKAALi4u0Oc0JE+kIfXhDeX1WFfYHurYHurYHurYHurqW3uwH396Dakf14b69lpvyNiWmsO21Ay2o+Y8S1s+SR/O6VwA6OvrN+gRA5aWlvwHB7ZDBbZDObZDObZDuYbQDlZWVtouoUFqiH14Q3g91iW2hzq2hzq2hzq2h7r61B7sx59OQ+zHtaE+vdYbOral5rAtNYPtqDlP25Y17cP5NTkRERERERERERERUTUYohMRERERERERERERVYMhegNmbGyMtWvXwtjYWNulaBXboRzboRzboRzboRzbgeoTvh7VsT3UsT3UsT3UsT3UsT1IV/C1rjlsS81hW2oG21Fz6qotubAoEREREREREREREVE1OBKdiIiIiIiIiIiIiKgaDNGJiIiIiIiIiIiIiKrBEJ2IiIiIiIiIiIiIqBoM0eu5DRs2oHfv3rCwsICjoyPGjh2LGzduqB0jl8sRGBgIOzs7mJubY/z48UhLS9NSxbVj+/bt6Nq1KywtLWFpaQlPT0/89NNPqv260AZV2bhxI/T09LBw4ULVNl1oi9DQUOjp6and2rdvr9qvC21Q4f79+5gyZQrs7OxgamqKLl264Pz586r9giBgzZo1cHZ2hqmpKXx9fXHz5k0tVqx5zZs3r/R60NPTQ2BgIADdej2Q9j3t+3JSUhJGjhwJMzMzODo6YunSpVAoFHVcvWZo4n0pOzsbfn5+sLS0hLW1NWbOnInCwsK6PpVnVlZWhtWrV6NFixYwNTVFq1at8NZbb+HhJYkac3ucOXMGo0aNgouLC/T09PDtt9+q7dfUuf/111/o378/TExM4Obmhk2bNtX2qT2V/2qP0tJSBAcHo0uXLhCLxXBxcUFAQABSUlLUHkNX2uNRr732GvT09LBlyxa17Y2pPUi31NX7Y2P3uHacNm1apWuEYcOGqR3DdiynqeypMX2mfRo1aUdvb+9Kr8vXXntN7Rhdb0dAMzmgptuRIXo9Fx0djcDAQPzxxx84ceIESktLMWTIEMhkMtUxQUFBOHr0KL7++mtER0cjJSUFL774ohar1jxXV1ds3LgR8fHxOH/+PAYNGoQxY8bg6tWrAHSjDR517tw5fPTRR+jatavadl1pi06dOiE1NVV1O3v2rGqfrrRBTk4O+vbtC0NDQ/z000+4du0a3n33XdjY2KiO2bRpE7Zu3YodO3YgLi4OYrEYQ4cOhVwu12LlmnXu3Dm118KJEycAAC+99BIA3Xk9kPY97ftyWVkZRo4ciZKSEsTExOCzzz7Dnj17sGbNmro+hWemqfclPz8/XL16FSdOnMCxY8dw5swZzJkzRxun9EzCw8Oxfft2fPDBB7h+/TrCw8OxadMmbNu2TXVMY24PmUyGbt26ITIyssr9mjj3/Px8DBkyBM2aNUN8fDzeeecdhIaG4uOPP67183tS/9UeDx48wIULF7B69WpcuHABhw8fxo0bNzB69Gi143SlPR525MgR/PHHH3Bxcam0rzG1B+mWunh/1AU1eR8ZNmyY2rXCF198obaf7VhOE9lTY/pM+7Rq0o4AMHv2bLXX5cNf8LIdyz1rDlgr7ShQg5Keni4AEKKjowVBEITc3FzB0NBQ+Prrr1XHXL9+XQAgxMbGaqvMOmFjYyPs2rVLJ9ugoKBAaNOmjXDixAnh+eefFxYsWCAIgu68HtauXSt069atyn260gaCIAjBwcFCv379qt2vVCoFiUQivPPOO6ptubm5grGxsfDFF1/URYlasWDBAqFVq1aCUqnUqdcDadezvC//+OOPgr6+viCVSlXHbN++XbC0tBSKi4vr9DyelSbel65duyYAEM6dO6c65qeffhL09PSE+/fv117xtWDkyJHCjBkz1La9+OKLgp+fnyAIutUeAIQjR46o/tbUuX/44YeCjY2N2r+V4OBgoV27drV8Rs/m0faoyp9//ikAEO7evSsIgm62x71794QmTZoIV65cEZo1ayZERESo9jXm9iDdUlvvj7qmqveRqVOnCmPGjKn2PmzH6j1N9tSYPtNqyqPtKAiC2rVCVdiO1XuSHLA22pEj0RuYvLw8AICtrS0AID4+HqWlpfD19VUd0759ezRt2hSxsbFaqbG2lZWV4eDBg5DJZPD09NTJNggMDMTIkSPVzhnQrdfDzZs34eLigpYtW8LPzw9JSUkAdKsNvv/+e/Tq1QsvvfQSHB0d4e7ujp07d6r2JyYmQiqVqrWFlZUVPDw8Gl1bVCgpKcHnn3+OGTNmQE9PT6deD6Rdz/K+HBsbiy5dusDJyUl1zNChQ5Gfn68aadFQaOJ9KTY2FtbW1ujVq5fqGF9fX+jr6yMuLq7uTkYDvLy8cPLkSfz9998AgEuXLuHs2bMYPnw4AN1rj4dp6txjY2MxYMAAGBkZqY4ZOnQobty4gZycnDo6m9qRl5cHPT09WFtbA9C99lAqlfD398fSpUvRqVOnSvt1rT1Id+hy31AboqKi4OjoiHbt2uH1119HVlaWah/bsXpPkz01ps+0mvJoO1bYv38/7O3t0blzZ6xYsQIPHjxQ7WM7VvY0OWBttKPo2U6D6pJSqcTChQvRt29fdO7cGQAglUphZGSk+nBdwcnJCVKpVAtV1p7Lly/D09MTcrkc5ubmOHLkCDp27IiEhASdaQMAOHjwIC5cuIBz585V2qcrrwcPDw/s2bMH7dq1Q2pqKt588030798fV65c0Zk2AIA7d+5g+/btWLRoEVauXIlz585h/vz5MDIywtSpU1Xn+3CnUfF3Y2uLCt9++y1yc3Mxbdo0ALrzb4K061nfl6VSaZX/Tiv2NSSaeF+SSqVwdHRU2y8SiWBra9vg2mP58uXIz89H+/btYWBggLKyMoSFhcHPzw8AdK49Hqapc5dKpWjRokWlx6jY9/BUQg2JXC5HcHAwJk2aBEtLSwC61x7h4eEQiUSYP39+lft1rT1Id+hy36Bpw4YNw4svvogWLVrg9u3bWLlyJYYPH47Y2FgYGBiwHavxtNlTY/pMqwlVtSMATJ48Gc2aNYOLiwv++usvBAcH48aNGzh8+DAAtuPDniUHrI12ZIjegAQGBuLKlStqcz/rknbt2iEhIQF5eXk4dOgQpk6diujoaG2XVaeSk5OxYMECnDhxAiYmJtouR2sqRvABQNeuXeHh4YFmzZrhq6++gqmpqRYrq1tKpRK9evXC+vXrAQDu7u64cuUKduzYgalTp2q5Ou345JNPMHz48CrnTSWqDXxfVsf3JXVfffUV9u/fjwMHDqBTp05ISEjAwoUL4eLiopPtQTVTWlqKl19+GYIgYPv27douRyvi4+Px/vvv48KFC9DT09N2OUTUQE2cOFH13126dEHXrl3RqlUrREVFwcfHR4uV1W+6nj1pSnXt+PCc+126dIGzszN8fHxw+/ZttGrVqq7LrNfqWw7I6VwaiLlz5+LYsWM4ffo0XF1dVdslEglKSkqQm5urdnxaWhokEkkdV1m7jIyM0Lp1a/Ts2RMbNmxAt27d8P777+tUG8THxyM9PR09evSASCSCSCRCdHQ0tm7dCpFIBCcnJ51pi4dZW1ujbdu2uHXrlk69HpydndGxY0e1bR06dFBNbVNxvo+uUN0Y2wIA7t69i19//RWzZs1SbdOl1wNphybelyUSSZX/Tiv2NSSaeF+SSCRIT09X269QKJCdnd3g2mPp0qVYvnw5Jk6ciC5dusDf3x9BQUHYsGEDAN1rj4dp6twb078f4N8A/e7duzhx4oRqFDqgW+3x22+/IT09HU2bNlW9t969exeLFy9G8+bNAehWe5Bu0eW+oba1bNkS9vb2uHXrFgC2Y1WeJXvie+6/qmvHqnh4eACA2uuS7VjuWXLA2mhHhuj1nCAImDt3Lo4cOYJTp05V+jliz549YWhoiJMnT6q23bhxA0lJSfD09KzrcuuUUqlEcXGxTrWBj48PLl++jISEBNWtV69e8PPzU/23rrTFwwoLC3H79m04Ozvr1Ouhb9++uHHjhtq2v//+G82aNQMAtGjRAhKJRK0t8vPzERcX1+jaAgB2794NR0dHjBw5UrVNl14PpB2aeF/29PTE5cuX1S7iKsKzRwPp+k4T70uenp7Izc1FfHy86phTp05BqVSqLjIaigcPHkBfX/3jtoGBAZRKJQDda4+HaercPT09cebMGZSWlqqOOXHiBNq1a9fgpuqoCNBv3ryJX3/9FXZ2dmr7dak9/P398ddff6m9t7q4uGDp0qX4+eefAehWe5Bu0eW+obbdu3cPWVlZcHZ2BsB2fJgmsqfG9Jn2aT2uHauSkJAAAGqvS11vx+o8SQ5YK+349GuiUl14/fXXBSsrKyEqKkpITU1V3R48eKA65rXXXhOaNm0qnDp1Sjh//rzg6ekpeHp6arFqzVu+fLkQHR0tJCYmCn/99ZewfPlyQU9PT/jll18EQdCNNqjOoys760JbLF68WIiKihISExOF33//XfD19RXs7e2F9PR0QRB0ow0EQRD+/PNPQSQSCWFhYcLNmzeF/fv3C2ZmZsLnn3+uOmbjxo2CtbW18N133wl//fWXMGbMGKFFixZCUVGRFivXvLKyMqFp06ZCcHBwpX268nqg+uNJ35cVCoXQuXNnYciQIUJCQoJw/PhxwcHBQVixYoUWqn82mnpfGjZsmODu7i7ExcUJZ8+eFdq0aSNMmjRJG6f0TKZOnSo0adJEOHbsmJCYmCgcPnxYsLe3F5YtW6Y6pjG3R0FBgXDx4kXh4sWLAgDhvffeEy5evCjcvXtXEATNnHtubq7g5OQk+Pv7C1euXBEOHjwomJmZCR999FGdn+/j/Fd7lJSUCKNHjxZcXV2FhIQEtc/9xcXFqsfQlfaoSrNmzYSIiAi1bY2pPUi31MX7oy74r3YsKCgQlixZIsTGxgqJiYnCr7/+KvTo0UNo06aNIJfLVY/BdiynieypMX2mfVqPa8dbt24J69atE86fPy8kJiYK3333ndCyZUthwIABqsdgO5Z71hywNtqRIXo9B6DK2+7du1XHFBUVCW+88YZgY2MjmJmZCePGjRNSU1O1V3QtmDFjhtCsWTPByMhIcHBwEHx8fFT/cARBN9qgOo+GNbrQFq+88org7OwsGBkZCU2aNBFeeeUV4datW6r9utAGFY4ePSp07txZMDY2Ftq3by98/PHHavuVSqWwevVqwcnJSTA2NhZ8fHyEGzduaKna2vPzzz8LAKo8N116PVD98DTvy//8848wfPhwwdTUVLC3txcWL14slJaW1nHlmqGJ96WsrCxh0qRJgrm5uWBpaSlMnz5dKCgoqMvT0Ij8/HxhwYIFQtOmTQUTExOhZcuWQkhIiFoo2pjb4/Tp01V+jp06daogCJo790uXLgn9+vUTjI2NhSZNmggbN26sq1N8Iv/VHomJidV+7j99+rTqMXSlPapSVYjemNqDdEtdvT82dv/Vjg8ePBCGDBkiODg4CIaGhkKzZs2E2bNnC1KpVO0x2I7lNJU9NabPtE/jce2YlJQkDBgwQLC1tRWMjY2F1q1bC0uXLhXy8vLUHkfX21EQNJMDarod9QRBEJ5uDDsRERERERERERERUePGOdGJiIiIiIiIiIiIiKrBEJ2IiIiIiIiIiIiIqBoM0YmIiIiIiIiIiIiIqsEQnYiIiIiIiIiIiIioGgzRiYiIiIiIiIiIiIiqwRCdiIiIiIiIiIiIiKgaDNGJiIiIiIiIiIiIiKrBEJ2IiIiIiIiIiIiIqBoM0Ymo1jRv3hxbtmxR/a2np4dvv/1Wa/UQERFRzbEfJyIiapjYhxNpHkN0okZq2rRp0NPTU93s7OwwbNgw/PXXX1qrKTU1FcOHD9fa8xMRETUU7MeJiIgaJvbhRI0TQ3SiRmzYsGFITU1FamoqTp48CZFIhBdeeEFr9UgkEhgbG2vt+YmIiBoS9uNEREQNE/twosaHITpRI2ZsbAyJRAKJRILu3btj+fLlSE5ORkZGBgAgODgYbdu2hZmZGVq2bInVq1ejtLRUdf9Lly5h4MCBsLCwgKWlJXr27Inz58+r9p89exb9+/eHqakp3NzcMH/+fMhksmrrefgnZP/88w/09PRw+PBhDBw4EGZmZujWrRtiY2PV7vOkz0FERNRYsB8nIiJqmNiHEzU+DNGJdERhYSE+//xztG7dGnZ2dgAACwsL7NmzB9euXcP777+PnTt3IiIiQnUfPz8/uLq64ty5c4iPj8fy5cthaGgIALh9+zaGDRuG8ePH46+//sKXX36Js2fPYu7cuU9UV0hICJYsWYKEhAS0bdsWkyZNgkKh0OhzEBERNXTsx4mIiBom9uFEjYRARI3S1KlTBQMDA0EsFgtisVgAIDg7Owvx8fHV3uedd94RevbsqfrbwsJC2LNnT5XHzpw5U5gzZ47att9++03Q19cXioqKBEEQhGbNmgkRERGq/QCEI0eOCIIgCImJiQIAYdeuXar9V69eFQAI169fr/FzEBERNUbsx4mIiBom9uFEjRNHohM1YgMHDkRCQgISEhLw559/YujQoRg+fDju3r0LAPjyyy/Rt29fSCQSmJubY9WqVUhKSlLdf9GiRZg1axZ8fX2xceNG3L59W7Xv0qVL2LNnD8zNzVW3oUOHQqlUIjExscY1du3aVfXfzs7OAID09HSNPgcREVFDxH6ciIioYWIfTtT4MEQnasTEYjFat26N1q1bo3fv3ti1axdkMhl27tyJ2NhY+Pn5YcSIETh27BguXryIkJAQlJSUqO4fGhqKq1evYuTIkTh16hQ6duyII0eOACj/Sdqrr76q+mCQkJCAS5cu4ebNm2jVqlWNa6z4SRpQPk8bACiVSo0+BxERUUPEfpyIiKhhYh9O1PiItF0AEdUdPT096Ovro6ioCDExMWjWrBlCQkJU+yu+FX9Y27Zt0bZtWwQFBWHSpEnYvXs3xo0bhx49euDatWto3bp1rdVbF89BRETUULAfJyIiapjYhxM1fByJTtSIFRcXQyqVQiqV4vr165g3bx4KCwsxatQotGnTBklJSTh48CBu376NrVu3qr7ZBoCioiLMnTsXUVFRuHv3Ln7//XecO3cOHTp0AFC+mnhMTAzmzp2LhIQE3Lx5E999951GFxqpi+cgIiKqr9iPExERNUzsw4kaH45EJ2rEjh8/rprbzMLCAu3bt8fXX38Nb29vAEBQUBDmzp2L4uJijBw5EqtXr0ZoaCgAwMDAAFlZWQgICEBaWhrs7e3x4osv4s033wRQPn9adHQ0QkJC0L9/fwiCgFatWuGVV17RWP118RxERET1FftxIiKihol9OFHjoycIgqDtIoiIiIiIiIiIiIiI6iNO50JEREREREREREREVA2G6ERERERERERERERE1WCITkRERERERERERERUDYboRERERERERERERETVYIhORERERERERERERFQNhuhERERERERERERERNVgiE5EREREREREREREVA2G6ERERERERERERERE1WCITkRERERERERERERUDYboRERERERERERERETVYIhORERERERERERERFQNhuhERERERERERERERNX4P5Qy7MaMDmOrAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plot_comparison_grid(\n",
    "    data_a,\n",
    "    data_b,\n",
    "    [\n",
    "        (\"mean_delivery_time_to_customer\", \"min\"),\n",
    "        (\"max_delivery_time_to_customer\", \"min\"),\n",
    "        (\"mean_tour_length_for_drivers\", \"min\"),\n",
    "        (\"max_tour_length_for_drivers\", \"min\"),\n",
    "        (\"revenue\", \"max\"),\n",
    "        (\"satisfaction_score\", \"max\"),\n",
    "    ],\n",
    "    n_cols=3,\n",
    ")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mo312",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
